{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5cAAAG5CAYAAAAarMCKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd3gVZfbA8e9Jr6QQCJCEHnonJNgQK7gWrFioAqKyrj/Lquu667rs2tZ1LauuKL2JYK8gKsUCCaGEXkINCSFASO/J+/vjDngJCQSSMCnn8zz34d6Zd2bO3Dvc3DNvE2MMSimllFJKKaVUdbjYHYBSSimllFJKqfpPk0ullFJKKaWUUtWmyaVSSimllFJKqWrT5FIppZRSSimlVLVpcqmUUkoppZRSqto0uVRKKaWUUkopVW2aXCqllKqzRGSfiFxtdxx1kYgsF5EJlaxrLSI5IuJ6oeNSSinVeGlyqZRSdYCVKBwXEc9yy2eKSJGIZFuPzSLyoogEOJUZKyKlVjKRJSIJInLDBYg5WESOiMjPlay/SERyRcS/gnXrReShczzecyIy93zjbUyMMQeMMX7GmNLq7utMSay1vq2IGBFxq+6x6oKzna9SSqnKaXKplFI2E5G2wGWAAW6qoMi/jDH+QDPgXmAg8IuI+DqVWWWM8QMCgXeABSISWJtxAy8D2ypbaYxZBRwEbnNeLiI9gG7AB7UanVLlXIgEuKEk2UopdT40uVRKKfuNBlYDM4ExlRUyxhQYY9bgSECb4kg0y5cpA+YAvkAknFKzdK+IJFk1pA+IyAAR2SgiGSLy1ol9lK8hrKhmSkQuAnoAM85ybrOs8yt/vl8bY45Z+7pJRLZYcSwXka7ldyIiQ4E/A3daNbQJ1vJ7RWSbVau7R0TuL7fdkyJySERSRGSCdR4drXWeIvJvETkgIodF5F0R8a7g2J5WbD2cljUTkXwRaS4iISLylVUmXUR+EpEK/76KyBvWZ5AlImtF5DKndc+JyCIRmWudzyYR6SQiT4tImrXdteV22UFE4kQkU0Q+F5Fga1+nfGYiEiAi06z3IllE/nmiyaxV8/2z9V4cF5G9InKdte55HDc+3rLe97c43Urr3wyrzEXWtuOsz+a4iCwRkTZO52pEZJKI7LLO9R8i0kFEVlnvzUIR8bDKDhaRgyLyZxE5Ko6m0iPKfT4Vfo5O2z4lIqnADBEJsj6vI1ZsX4lIeGXnW8n1f7J203r/fhGR10QkHXjubOevlFINlSaXSillv9HAPOsxRERCz1TYGJMNLMXxI/gUVsJwL1AM7C+3OgZHwnkn8DrwDHA10B0YLiKXVyVY6xhvAw/hqG09kznAZSLS2trWBbgHmG297oSjBvMRHDWz3wBfnkgsnM55MfAC8KHV3LO3tSoNuAFoYp33ayLSz9r3UOAx6xw7AuXP72WgE9DHWh8GPFv+BIwxhcAnwN1Oi4cDK4wxacDjOGpomwGhOJLgyt6XNdbxgoH5wCIR8XJaf6P1ngUB64ElOP5WhwGTgSnl9jcaGAe0AkqANys57ixrfUegL3At4Nz0MwbYAYQA/wKmiYgYY54BfgIest73ipoyD7L+DbTKrBKRm6334VbrffmJ02uqhwL9cdTEPwm8B4wAInDcuHB+v1tYsYXhuAHznoh0ttad7XNsgeP9bgNMxPF+zrBetwbygbcAqni+FYkB9gDNgeereP5KKdXgaHKplFI2EpFLcfzIXWiMWQvsxpF8nU0Kjh/MJwwUkQygAPg3MNJKfJz9w6r9/A7IBT4wxqQZY5Jx/PjtW8WwHwZirXjPyBiTBKwARlqLrgK8gK+t13fiqMVcaowptmL3Bi6uSiDGmK+NMbuNwwrgO35LuocDM4wxW4wxecDfT2wnIgLcBzxqjEm3EvYXgLsqOdR8Tk127rGWgSORbwm0McYUG2N+MsZUmFwaY+YaY44ZY0qMMa8CnkBnpyI/GWOWGGNKgEU4EpOXrPdmAdBWTm3uPMcYs9kYkwv8FcdNglMG8bFuVlwHPGKMybWui9fKnet+Y8z7Vh/NWdb5nPEmx1ncD7xojNlmncsLQJ9ytXcvG2OyjDFbgM3Ad8aYPcaYTOBbTr8e/2qMKbQ+56+tc63K51gG/M3aNt96/z82xuRZ5Z/n9BsP5yrFGPNf63PNr+L5K6VUg6PJpVJK2WsMjh/VR63X8zlD01gnYUC60+vVxphAHDVeX1BBrSZw2Ol5fgWv/c52UBFphSO5fKYKMZ7g3DR2FDDfSpbAUeN2sobVatabhOP8zkpErhOR1VZz1AzgdzhquE7sO8mpuPPzZoAPsFYczVkzgMXW8or8CHiLSIyVIPQBPrXWvQIkAt+Jo2nun84Q7+NWU8lM65gBTvHC6Z/JUadBefKtf50/J+dz2g+4l9sfOG5euAOHnM51Co5athNSTzyxEvHyxzlXbYA3nI6XDginfq7ncj0etxLoE/bj+Hyr8jkeMcYUnHghIj4iMkVE9otIFo5mvYHlk/JzlFTudVXOXymlGhztdK6UUjax+oUNB1yt/mDgqMkKFJHexpiESrbzw9HU8/ny64wxOSIyCdgtItONMevPI7RcHD/YT2jh9DwaR63WVkelEd44kq5UIKyS0Uk/Ad4RkStwNBMc7LQuBejpdG6Co1lkcgX7OaU2UBwj636MI3H93BhTLCKf4fgRD3AICHfaJMLp+VEcCUx3q+b2jIwxZSKyEEft5WHgK6vW60Qz5ceBx0WkO7BMRNYYY34oF+9lwFM4am+3WPs87hTv+XA+p9Y4alGPllueBBQCIVYt2rk6W9PnitYnAc8bY+adx/EqEiQivk4JZmsctZ1V+RzLx/c4jtriGGNMqoj0wdEEWSopf+KYPkCW9bxFuTLlt6np81dKqXpBay6VUso+NwOlOEZO7WM9uuJoolp+EJwTA5f0Bz4DjlPJYDrWQDlTqaD/YBVtAAaJY67EAOBpp3XfAm2d4n0Wxw/zPpVNe2ElBB9Z8e43xsQ7rV4IXC8iV4mIO44f/oXArxXs6jCOZqEn/nZ54EjGjwAl4hiExnnAm4XAvSLSVUR8cHo/rBrS93H00WwOICJhIjLkDO/LfBzNeEfwW5NYROQGEeloJcZZOD7Tit4Lfxz9Ho8AbiLyLI6+otUxUkS6Wec3Gfio/OdgjDmEo7nwqyLSRERcxDF4TlWbgh4G2p9h/REcTU+dy7wLPG0l2ycGFLqjiserzN9FxMNK0m8AFp3n5+iPIyHNEMcASH8rt/6U8zXGHMFxs2OkiLiKyDigw1lirY3zV0qpOk+TS6WUss8YHH0CDxhjUk88cAwuMsJpdMonRSQbR9O62cBa4OJyzQTLex34nYj0OtegjDFLgQ+BjdaxvnJaV1gu1kyg2Hp+JrNwNBWcXe5YO3D0x/wvjlqoG4EbjTFFFexjkfXvMRFZZ9UYPowjiTyOox/kF077/hbHADfLcDRbXWWtKrT+fcpavtpqHvk9p/Z/PIUxJhZHLVYrHEn2CZHWtjnWMd4xxiyvYBdLrO124mjWWcDpzSnP1Rwcowyn4ujL+nAl5UbjSMa34nivPsJRA10VbwC3W6OenjZgkNWM9nkc0+NkiMhAY8ynOAbaWWC9t5tx9Ps8X6lW3Ck4Br56wBiz3Vp3Tp8jjv8b3jiut9U4mtE6q+h87wOeAI7hGACropsfJ9XC+SulVL0glYw5oJRSSjUo4pjiZDPgeZ7NQ5UNRGQwMNcYE362skoppeylNZdKKaUaLBG5xWpKGYSjJulLTSyVUkqp2qHJpVJKqYbsfhx9Anfj6Af5oL3hKKWUUg2XNotVSimllFJKKVVtWnOplFJKKaWUUqradJ7LWubi4mK8vb1tOXZZWRkuLnr/QFWfXkuqJun1pGqKXkuqJun1pGrK+VxLeXl5xhhT7y9ATS5rmbe3N7m5Z5otoPYsX76cwYMH23Js1bDotaRqkl5PqqbotaRqkl5Pqqacz7UkIvm1E82FVe+zY6WUUkoppZRS9tPkUimllFJKKaVUtWlyqZRSSimllFKq2jS5VEoppZRSSilVbZpcKqWUUkoppZSqNk0ulVJKKaWUUkpVmyaXSimllFJKKaWqTZNLpZRSSimllFLVpsmlUkoppZRSSqlq0+RSKaWUUkoppVS1aXKplFJKKaWUUqraNLlUSimllFJKKVVtmlwqpZRSSimllKo2TS6VUkoppZRSSlWbJpeqxhQUl5KeW2R3GEopVS3GGPYfyyUpPY/juUWUlRm7Q1JKKdXIiYiXiMSJSIKIbBGRv1vLZ4rIXhHZYD36VLL9GBHZZT3G1FacbrW1Y9V4LIpPYlH8QTYkZeDuKsQ+czV+nnppKaXqn8NZBTzz6Sa+35Z2cpmfpxvdWjWhW8smhAd5Ex7kTaCPB97urvh4uOLl7oq3hyuebi64u7rg4eqCi4vYeBZKKaUaoELgSmNMjoi4Az+LyLfWuieMMR9VtqGIBAN/A6IAA6wVkS+MMcdrOkjNAFS1HMrM58mPN9KhmR9XdW3Ot5tT2Xgwg4s7hNgdmlJKnZOvNqbw9CebKCop4/FrOhEa4EVOQQl7j+ayOSWThfFJ5BWVVmlfri6Cu6ucTDbdXV1wdzv1da/wAJ4Y0plAH49aPjOllFL1nTHGADnWS3frUdWmNUOApcaYdAARWQoMBT6o6ThrNbkUkenADUCaMaaHtSwY+BBoC+wDhleUNVvVtX+xXv7TGDPLWt4fmAl4A98A/2e92Se2+yPwCtDMGHNURIYB/wDKgBLgEWPMz2c5xnKgJZBvrbvWGJMmIp7AbKA/cAy40xiz7/zfofrvk3XJGAPTxwygibcb325OZf0BTS6VUvXL5xuSeeTDDfSNCOTV4X1oF+J7WhljDBl5xSRn5JNVUEx+USn5xaXkFZWSX1RKcWkZRaVlFJcYikvLfnvttOzE6/ziMhasSWLJlsP8Y1h3ruvZ0oazVkopVYe4iUi80+v3jDHvORcQEVdgLdAReNsYEysiDwLPi8izwA/An4wxheX2HQYkOb0+aC2rcbVdczkTeAtHQnbCn4AfjDEvicifrNdPOW90lqrb/wETgdU4ksuhwLfWdhHANcABp939AHxhjDEi0gtYCHSpQvXwCGOM8wcMMB44bozpKCJ3AS8Dd57fW1O3TFmxm5zCEh6/tnOVtzHGsCg+iZh2wbRu6gNA+2a+rNtf4zXsSilVa77bkspjCxMY0DaYWfdG4+3hWmE5ESHI14Mg35qpadySkslTH2/kwXnr+Mew7oy6qG2N7FcppVS9VGKMiTpTAWNMKdBHRAKBT0WkB/A0kAp4AO/hyKsml9u0or4atTKgQK0O6GOMWQmkl1s8DJhlPZ8F3FzBpierbq1kbykwVERaAk2MMaus2srZ5bZ/DXgSpzfLGJPjVLPp67SuwmOc5ZScY/8IuEpE6n3Hmg/iDvDit9t5Z/luMvKqPiDP2v3H2XcsjzuiIk4u69c6iPVJGThVJiulVJ31064jPDR/PT3CApg+dkCliWVt6N4qgM8mXcJVXZrz3Jdb+XnX0Qt2bKWUUvWXMSYDWA4MNcYcMg6FwAwguoJNDgIRTq/DgZTaiM2OPpehxphDAMaYQyLSvIIylVXdhlnPyy9HRG4Cko0xCeXzPRG5BXgRaA5cf5ZjnDBDREqBj3E0mTXO2xhjSkQkE2gKnPKLQEQm4qhdxc3NjeXLl1f2XtSqnJycsx5767FSXo0vINxPOJhjePvTFVwS5l6l/U/fXIinK/gd38Xy5YkA+BUUk55bxMJvlhHqe/Z7F8YYGkB+3uBV5VpSqqrqyvW0I93x/Rfq68J9kUXEr/rZljhuDzfsOAgTZ8Xy7EXetKjCd6dyqCvXkmoY9HpSNaU2riURaQYUG2MyRMQbuBp4WURaWjmV4Kh021zB5kuAF0QkyHp9LY4azxpXVwf0qazqtsLlIuIDPIPjjTq9gDGf4qg6HoSj/+XVZzgGOJrEJouIP47kchSOWtIqVSlb7aPfA/D19TWDBw+uKKxat3z5cs507K0pWTz83io6NPfjowcvZshrK9lXGsAzgyuukd+QlMGfP9lEaZnh1n5hrDuSyE19whl6de+TZUIPZTFzy094tOrE4L7hZ4zv18SjPLYwgWdv7MbvtL9RnXa2a0mpc1EXrqeEpAz+uyyW8Ka+LLz/IkL8PG2Np0e/PG5++xembHPhs0mXEOBTtZt8jV1duJZUw6HXk6optXQttQRmWf0uXYCFxpivRORHK/EUYAPwAICIRAEPGGMmGGPSReQfwBprX5NPDO5T0+y4PXrYat6K9W9aBWUqq7o9aD0vv7wD0A5IEJF91vJ1ItLCeadWM90OIhJyhmNgjEm2/s0G5vNb9fLJbUTEDQjg9Ga/9cK2Q1mMmLoaX083po0ZQBMvd67tFsrKnUfIKyoB4H/LdzNxdjyvf7+TF7/dxm3/+5WMvCJ8PF158dvt5BSWcHv/UxPITqH++Hm6sW5/xinL84pKePqTjXy6/iBlZYaEpAzumx3P4ewCHl+YwNaUrAt27kqpxm3boSxGT48jyNed+RMG2p5YAkQE+/DuqP4kH89n0vy1FJeW2R2SUkqpOsQYs9EY09cY08sY08MYM9lafqUxpqe1bKQxJsdaHm+MmeC0/XRjTEfrMaO24rQjufwCODFx5xjg8wrKLAGuFZEgq/r2WmCJ1Zw2W0QGWlW/o4HPjTGbjDHNjTFtjTFtcSSB/YwxqSLS8US/SBHph6Oz67HKjiEiblbyiTWHzA38Vr3sHPvtwI/OI9XWF9tTsxgxNRZPN1cWTBxIRLBjMJ4h3VtQWFLGyp1H+DXxKC8v3s66A8d544ddTFmxh2G9W/HtI4P4dNIlfP/YIN4d2Y/odsGn7NvVRegdEcC6A6cO6vOvxTv4IC6JRz9MYNjbvzB2RhzBfh58+dClNPF2Y+KceI7nVr2/p1JKnY89R3IYNS0Wb3dX5k8YSIsAL7tDOmlA22BeuLUnvyQe47kvtmjfdaWUUvVObU9F8gEwGAgRkYM4Rmd9CVgoIuNxjOp6h1W2qlW3D/LbVCTfWo8zuQ0YLSLFOKYWudNKCCs8hoj44kgy3QFX4HvgfavMNGCOiCTiqLG863zeFzut3nOMibPj8fZw5YOJA2nT9Lfh9qPbBRPo487H65LZmpJFuxBfvnn4MgyG9NwiwoN8Tpbt2Nyfjs39KzxG34gg/rdiN3lFJfh4uPFr4lFm/rqPMRe1oU/rQP61eAduri7MGRdD2xBfpoyKYviUVYyduYYpI/vXqR97SqmGIyk9jxFTYzEG5k6IOXljrS65vX84u9KymbJiD51C/RlzcVu7Q1JKqQYjp7CEz9Yn0ys8gB6tAnBx0XE/alqtJpfGmLsrWXVVBWXjgVOqboHplZTrcZbjtnV6/jKOKUMqKnfaMYwxuTjmsayofAFWMlwffbUxhcc+TCAi2JtZ46JPSRYB3FxduLprKB+tPYgILLr/opMjJ/p4VP1S6dcmkNIyw6+Jx+jS0p8nPtpIuxBf/nRdV7w9XLm+ZyuKS8vw9XTss09EIP+9uy+PfbiB69/8iTfu6sulkTpPplKq5qRmFjBiaix5RaUsmDiQjs397A6pUk8O6cLutFwmf7WVdiG+DOrUzO6QlFKqQXjuiy18tNYxNmiwrwcjY1rz2DlMw6fOToekaySS0vN4ZMEGekcE8PGDF5+WWJ4wtLujm+r4S9oR1Ta4wjJn0zciCBGYMDueS19exqHMfP59R++TiaqHm8vJxPKEId1b8PlDl9LUz4NR02NZq3NlKqVqyLGcQkZMXc2xnEJmjYuma8smdod0Rq4uwut39SGyuR+/n7+OxLQcu0NSSqk6JTEt55z7pv+w7TAfrT3I+Evb8fqdfRjcqRl+XnV1bNP6S9/RRiIi2IdpYwcQ0y4YL/fK53G7sktz3h3Znyu6nP+d8iBfD6aOjuLg8XxcXIQuLfzp3yborNt1bO7HJ5MuYdC/lvHfH3cx817HOEolpWVsT82me6smOm2JUuqcZOYVM2paHMkZ+cy6N5o+EYF2h1Qlfp5uTB0Txc1v/8KY6XF89OBFtAzwtjsspZSyXWpmAUNfX8l1PVvy5l19qvTb8HhuEX/6ZBNdWvjz5NDOeLq5cnPfsLNup86d1lw2Ipd3anbGxBLAxUUY2qMFnm7Vm0j8qq6hjLm4LaMGtmHAOdSA+nm6Mf7SdizfcYTNyZkA/O2LLdzw35/5dH1ytWJSSjUuOYUljJkRR2JaDlNGRRHTvqndIZ2T8CAfZt4bTVZ+MSOnxnIsp9DukJRSynbLdqRRUmb4MiGFmb/uO2VdQXEp03/ey8I1Sacsn/zVVo7nFvHvO3pX+zeuOjOtuVR1zqiL2vDuit28vSyRm3q3Yl7sAfw83fjb51uIad+UsEC9e6+UOrP8olLGz1zDpuRM3hnRj8vrab/FHmEBTB0TxejpcYydsYb598Xg76VzYCqlGq8ftqURFuhN15ZNeP7rbYQFeuPv5c62Q1lMWbmbw1mFiEBkqB99Wwfxa+JRPl2fzB+u7EiPsAC7w2/wtOZS1TlNvNwZc1FbFm9J5cmPNtI7PIDPH7qEMmP448IEysp0eH6lVOUKS0p5YO5a4val85/hvRnSvcXZN6rDYto35d2R/dl2KIvxs+IpKC61OySllLJFQXEpvyQe5couzXl1eG/CgryZOGctd7+/mslfbSUiyIcZYwcQ6u/F059sIq+ohL9+vpmIYG9+f0VHu8NvFDS5VHXSuEvb4eXmigHevLsvHZr58eyN3Vi15xgzyjWBUEqpE0pKy/i/DzawYucRXrylJ8P6NIw+NVdYP6TW7Evn9/PWnfNAFkop1RDE7k0nv7iUK7s0J8DbnUX3X8Trd/Zh3oQYfnz8chY9cBFXdGnO5GHd2Z6aza3v/MruI7lMvqnHWbuGqZqhzWJVnRTs68F7o/vj6+l2ci7O4VERLN16mJcXb2dQZAiRoRXPs6mUapzKygxPfLSRxVtSefaGbtwV3drukGrUsD5hZBeU8JfPNvPHRQm8NryPztGmlGpUftx2GC93Fy7q4OhD37yJV4UD81zbvQXX9WjBt5tTGdI9lCu6NL/QoTZamlyqOuuyyFP7SIkIL97ai6Gvr+TRhRv45MFL8HDTynelFBhjeOazzXy6PpknhnRm3KXt7A6pVowc2IbM/GJeWbKDJl7uTB7WXUfRVko1OCkZ+Xy98RBJx/M4lFnAkO4tuK1fGD/uSOOSDiFVqoWcPKwHzfw9mTRYm8NeSJpcqnqlmb8nL9zak/vnrOW/P+7icZ34VqlGzxjDP7/exgdxB5g0uEOD71czaXAHsvKLmbJyDwHe7vxxiH4PKqUahuyCYv63fDfTft5LYUkZTbzc8PN0Y+nWw3yZkEJSej73D+pQpX018/dk8rAetRyxKk+TS1XvDOnegtv7h/P2skRu6RtG+2Z+doeklLLRa9/vYtrPexl7cVueaASJlojwp+u6kJlfzFvLEvHzcuOBy6v2Y0sppeoqYwx3vLuK7anZ3NynFY9f25mIYB9KywzvLEvkte93Ao452VXdpcmlqpeeGtqFLxNSmLJiDy/f3svucJRSNnl3xW7e/GEXw6PCefaGbo2miaiI8PwtPcktKuWlb7fj6+nGqIFt7A5LKaXOW/z+42xPzeb5W3owIua37zNXF+EPV0VycccQdh/JoZVOSVenaYc1VS818/fkzgERfLL+ICkZ+XaHo5SywexV+3jp2+3c2LsVL97aq9ENbuPqIvxneG+u7tqcv362mU/WHbQ7JKWUOm+frEvG292VmysZ5bt/myCGR0Vc4KjUudLkUtVbEwe1xxh4b+Ueu0NRSl1gi+KTePbzLVzdNZT/DO+NayNLLE9wd3XhrXv6cXGHpvxxUQKLNx+yOySllDpnBcWlfL0xhaE9WuDrqQ0r6zNNLlW9FR7kw819w1iw5gBHcwrtDkcpdYF8tTGFpz7eyGWRIbx1T1/cXRv3nzIvd1feHx1Fn4hA/vDBelbsPGJ3SEopdUZ5RSW8v3IP32xy3BBbtj2NrIISbqlgWhFVvzTuv8iq3nvg8g4UlpQx6F/LuOWdX/jPdzso0cnFlWqwvt96mEcWbCCqTTDvjYrSSbEtvp5uzLg3msjm/tw/J57YPcfsDkkppU5jjGHu6v0M+tdynv9mG5PmrWPGL3v5ZH0yzf09uaRjiN0hqmrS5FLVax2b+zF7XDTDoyJwd3HhzR8T+eOiBErLjN2hKaVq2M+7jjJp/jq6tWrCtLFReHtoYukswNudOeOjCQv0ZvyseBKSMuwOSSmlTrFq9zH+8tlm2of4smDiQIZ0D+XvX27l+22HGdanVaPt4tCQaHKp6r3LIpvx3E3dWfjARTwxpDOfbUjhiY80wVSqIYnfl859s+NpH+LL7HHR+Hu52x1SndTUz5O5E2II9HFnzIw4dqRm2x2SUkqdtCUlC4Apo/ozsH1T3r6nH7f2DcNVhNv6h9scnaoJmlyqBuX3V3TksWs68cm6ZMbOiCMtq8DukJRS1bTpYCb3zlhDywAv5oyPIdDHw+6Q6rSWAd7MnzAQTzcXRk6LZe/RXLtDUkopAHalZRPi50GQr+N73M3VhVeH92b1n6+iS4smNkenaoIml6rBefiqSP55cw/i9qYz9I2f+H7r4VPWf7Uxhc83JNsUnVLqXOxIzWbU9FgCfNyZd18Mzfw97Q6pXmjd1Ie542MoLTOMnBpLsk7ZpJSqA3al5dCxud8py0SEED/9bm8oNLlUDdLIgW346g+X0qKJFxNmx/OfpTspKzO88f0uHpq/nicWbdRaTaXquD1HchgxNRZPNxfmTYihZYBOnH0uIkP9mT0umqz8YkZOjSUtW7/zlFL2McaQeDiHyOb+doeiapEml6rBigz155NJF3N7/3De/GEXV/1nBa99v5Nru4VSUlbG9F/22R2iUqoSB47lcc/7sYBh3oQY2jT1tTukeqlHWAAzxw0gNbOA0dPiyMgrsjskpVQjdTirkOzCEiJD/c5eWNVbmlyqBs3L3ZVXbu/F5GHdST6ez/2Xt2fKqP5c17Ml81bvJ6ug2O4QlVLlJGfkc/f7qykoKTjI6UwAACAASURBVGXuhBg66l3uaunfJpj3R0ex50guY2asIaewxO6QlFKN0K40xwBj5ZvFqoZFk0vV4IkIoy9qy+a/D+Hp67oiIjx4eQeyC0uYt/qA3eEppZwczirgnvdXk1VQzNzxMTrAQw25NDKEt0f0Y3NyJuNnriG/qNTukJRSjcyuwzkA2iy2gdPkUjUaHm6/Xe49wgK4LDKEaT/vpaBYf2QpVRccyS7knvdXczS7kNnjoukRFmB3SA3KNd1C+c/w3sTtS+fBeWspKimzOySlVCOSeCSHQB93Qvx0xO+GTJNL1Wjdd1l7juYUsnzHEbtDUarRO55bxKhpsaRkFDDj3mj6tg6yO6QGaVifMF64pSfLdxzhkQ/XU1KqCaZS6sJwDObjh4jYHYqqRZpcqkZrYPumeLm7ELv3mN2hKNWoZRcUM2ZGHHuO5vL+6Cii2wXbHVKDdnd0a/5yfVe+2ZTKUx9voqzM2B2SUqqeM8awKD6JxLScStfvTMsmMlSbxDZ0bnYHoJRdPNxc6N8miNV70u0ORalGK6+ohHEz17A1JYt3R/bn0sgQu0NqFCZc1p7cwlJe+34nvp6u/P2m7lqboJQ6b7vScnjio414uLnw6NWdGNanFYs3p/Lr7mM8ObQzwb4eZOQVE6mD+TR4mlyqRi2mXVNe+34nmXnFBPi42x2OUo1KQXEp989Zy9r9x3nz7r5c3S3U7pAalYev6khOYTHv/7QXP083nhzaxe6QlFL1QKY1d+7EQe25sXcrABKSMgDoGxHIy4u38/Li7QC4uwr7j+Xy5+u7AjqYT2OgyaVq1GLaBWMMxO1L5xr9YavUBVNcWsZD89fz066jvHJ7L27o1crukBodEeHPv+tKblEp7yzfja+nG7+/oqPdYSml6rgXv9nGpuRMvt546GRyuSk5E18PV+bfN5Dvtx0mMS2HId1bkJKRz+jpcfz5k00AOsdlI6DJpWrUekcE4unmwuo9xzS5VOoCKTOGxxYm8P22w0we1p07oiLsDqnREhH+OawHeYUlvLJkB74eroy9pJ3dYSml6qhfEo+yYE0SXu4uxO9PxxiDiLDxYCbdwwJwdRGGdG/BkO6O8h2b+zH+0nZM+3kv/l5uNPf3tPcEVK3TAX1Uo+bl7krf1oE6qI9SF0hZmWHG5iK+TEjhT9d1YfRFbe0OqdFzcRFeuaM313QL5bkvt7IoPsnukJRSdVB+USlPf7KJtk19eHJIF47mFLHvWB7FpWVsPZRFr0qmj3pyaGe6t2pC7/BA7dvdCGjNpWr0BrZvyhs/7CIzv5gAb+13qVRtMcYw+aut/JRcwsNXRfLA5R3sDklZ3F1deOuevkyYFc9TH2/Ex8ON63u1tDsspVQdMv2XvRxIz2PBxIEn56pcszedvKImFJWU0SsisMLtPN1c+eiBizHoyNTVISJewErAE0cO95Ex5m8iMg+IAoqBOOB+Y0xxBduXApuslweMMTfVRpxac6kavZh2TTEG4vfpqLFK1aZXluxg5q/7GNLWjUevjrQ7HFWOp5srU0b1p3+bIP5vwXqWbU+zOySlVB1RVmZYsOYAF3doysD2TenQzI8gH3fW7Etn48FMgEprLgG8PVzx8dA6rWoqBK40xvQG+gBDRWQgMA/oAvQEvIEJlWyfb4zpYz1qJbEETS6Vom/rQDxcXYjdq8mlUrXl7WWJvLN8N/fEtOauzh7aNKqO8vFwY9rYAXRp6c8Dc9eyard2GVBKwao9x0hKz+fOAY4+8iJC/zbBxO8/zsaDmfh7udGmqY/NUTZsxuHERKLu1sMYY76x1hkcNZfhtgWJJpdK4eXuSkz7YD5bn0xuYYnd4SjV4Ez/eS+vLNnBLX3D+OewHppY1nFNvNyZPS6G1sE+TJi1hvUHjtsdklLKZh+uSaKJlxtDurc4uWxA2yD2Hs1l5c4j9AoP0O/26nMTkXinx8TyBUTEVUQ2AGnAUmNMrNM6d2AUsLiS/XtZ+10tIjfXyhmgyaVSADx6TSfSsgt5d8Vuu0NRqkFZEHeAyV9tZWj3Frxyey9cXPTHR30Q7OvB3AkxhPh7MnbGGrYdyrI7JKWUTTLzilm8JZWb+4bh5e56cnlU22AAkjPy6RVecX9LdU5KjDFRTo/3yhcwxpQaY/rgqJ2MFpEeTqvfAVYaY36qZP+tjTFRwD3A6yJSKwMfaHKpFNCvdRDD+rTivZV7OHg8z+5wlGoQPt+QzNOfbmJw52a8eXdf3Fz1T059EtrEi7njY/B2d2XUtFh2H8k5+0ZKqQbnsw3JFJWUMbzctFE9wwLwdHN8r5+pv6WqecaYDGA5MBRARP4GNAMeO8M2Kda/e6xt+9ZGbPqXXinLU0O7IAIvL95RaZm8ohJKy3S0M6XOZsmWVB5bmEBMu2DeHdkfDzf9c1MfRQT7MHdCDMbAyKmxevNNqQaooLiUT9YdrPD3jTGGBWuS6N6qCT3KJZAebi70sUaI7RmuyWVtE5FmIhJoPfcGrga2i8gEYAhwtzGmrJJtg0TE03oeAlwCbK2NOPWvvVKWVoHeTBzUgS8TUpg0by2JaY679Bl5Rfyw7TAPzFlLr+e+429fbLY5UqXqthU7j/CH+evpFR7A1DEDTmlGpeqfjs39mDM+htzCEkZMjSUtq8DukJRSNei/P+7isYUJfL3p0GnrVu05xrZDWYyIaVPhtjf0akmfiEDCAr1rO0wFLYFlIrIRWIOjz+VXwLtAKLBKRDaIyLMAIhIlIlOtbbsC8SKSACwDXjLG1EpyqWMCK+XkoSs6AjDtpz0s3pyKn6cbWQWOQX5C/DzoExHI3NUHuLVfOP1aB1W4j6KSMl5evJ0RMa1p38zvgsWuVF2wes8xJs6Op2NzP2aOjcbPU//MNATdWjVh5rhoRk6NZeS0WBZMvIhgXw+7w1JKVdOhzHym/rQXgIVrkripd6tT1r+/cg8hfh7c2i+swu1HXdSWURe1re0wFWCM2UgFTVmNMRX+oTXGxGNNS2KM+RXHVCW1TmsulXLi4ebCY9d0YsWTV/DA5R0Y1ieMv1zflZn3DmDV01cxc1w0LZp48ZdPN1NSWmHLA5btSGPaz3t59MMNlZZRqiHakJTB+JlriAj2Yc74aAJ83O0OSdWgfq2DmDomin3H8hgzPY6sgtPm6FZK1TOvfrcTY2B4VDg/Jx4lKf23pu87D2ezbMcRRl/UVlugqCrT5FKpCoT4efLk0C784+YeTLisPYM7N8fd1QU/Tzf+ekM3th7KYu7q/RVu+0VCCu6uQsLBTKb/svcCR66UPbamZDF6WixN/TyZOz6Gpn6edoekasHFHUJ4d2Q/tqdmMW7GGvKKdPompeqrrSlZfLzuIGMvacsjV3dCBBbFJ51c//7KPXi5uzBqYMVNYpWqiCaXSp2j3/VswWWRIby6dCf5RaWnrMstLOGHbYe5c0AE13QL5dXvdrL3aK5NkSp1YSSm5TBqWiy+nm7MmxBDiwAvu0NStejKLqG8cVdf1h04zn2z4ykoLj37RkqpOuc/S3fSxMud3w/uSKtAbwZFNmPRWsfAPgeO5fHZhmSGR0UQpE3g1TnQ5FKpcyQiPDi4A9kFJfy4Pe2UdUu3HqaguIybeofxz5t74OHmwnNfbLEpUqVq34FjeYyYuhoRYd6EGCKCfewOSV0Av+vZkldu780vicf4/bx1FGsXAKXqlfTcIpbvSOOu6IiTXRjuHBDBocwCHpq/jmtfX4GrizDh0vY2R6rqG00ulToPMe2a0szfk682ppyy/IuEFFoGeBHVJojQJl7cE9OaXxKPnlbDqVRDcCgznxHTVlNQXMbcCdE6gFUjc1v/cP5xcw9+2J7GIx9u0GmalKpHFm9OpaTMcGOv3wbwubprKE19PVi8JZXrerRkySODaN1Ubxiqc6PD+Cl1HlxdhN/1aMGCNUnkFJbg5+nG8dwiVu48wrhL2+HiIgDEtAtmyoo9rE86zsUdQmyOWqmaczSnkBFTYzmeW8y8CTF0adHE7pCUDUYNbEN+UQkvfLMdb3dX/nVbr5Pff0qpuuurjSm0D/Gle6vfvrs93FxYMHEgIkLH5nqzUJ0frblU6jzd0LsVhSVl/LDtMOD4oi4pM6cM492/TTAiEL/vuF1hKlXjMvKKGDk1lpSMfGbcO4De1iTaqnGaOKgDj1wdyUdrD/Lcl1swRmswlarL0rIKWLXnGDf0boXIqTeDIkP9NbFU1aI1l0qdp/6tg2jRxIsvE1JoH+LHi99up3dE4Cl3AQO83ekc6s+afek2RqpUzckuKGbMjDXsOZLLtLFRDGgbbHdIqg74v6siySsq5b2Ve/D2cOVPQ7uc9qNVKVU3fLPpEMbAjb1a2h2KaoA0uVTqPLm4CNf3asnsVfvYkJRJkI8H743qf9oPqgFtg/lk3UFKSstwc9XGAqr+yi8qZfyseDYnZ/LuyP5cFtnM7pBUHSEiPH1dF3ILS5iyYg9+Hm784apIu8NSSlXgy42H6NLCn8hQf7tDUQ2Q/tJVqhpu6NWS4lJDSVkZs8ZFE9rk9CkYBrQLJreolG2Hsm2IUKmaUVhSysQ58azZl85rd/bhmm6hdoek6hgR4R/DenBrvzBeXbqTqT/tsTskpVQ5KRn5rN1/nBuduvAoVZO05lKpaugTEchTQ7twaceQSvsoRFvNBuP2pdMzPOBChqdUjSguLeOh+ev5addR/nVbr1P6FSvlzMVF+NdtvSgoLuWfX2/Dx8ONe2Ja2x2WUsryS+JRwDEyrFK1QWsulaqGE3NenilpbBHgRUSwN2v2ar9LVf+Ulhn+uCiBpVsP89yN3Rg+IMLukFQd5+bqwut39uWKzs145rNNfLr+oN0hKaUscXvTCfJxJ1IH7VG1RJNLpS6AAW2Did+frqMoqnrFGMMzn27i8w0pPDm0M2MvaWd3SKqe8HBz4X8j+zOwXVP+uGgjizcfsjskpRSOVlQD2gbrlEGq1mhyqdQFMKBtMEdzith7NNfuUJSqEmMMk7/ayoI1Sfzhyo5MGtzR7pBUPePl7srUMVH0Dg/gDx+sZ/mONLtDUqpRS80sYP+xPKLb6SjfqvZocqnUBXDii3z1Hm0aq+qHV7/byYxf9jHuknY8dk0nu8NR9ZSvpxsz7o2mU6g/989Zy6rdx+wOSalGK3av4/9fTLumNkeiGrJaTS5FZLqIpInIZqdlwSKyVER2Wf8GVbLtGKvMLhEZ47S8v4hsEpFEEXlTys37ICJ/FBEjIiHW62EislFENohIvIhcer7HqGrsSpXXPsSXFk28+GX3UbtDUeqs3l6WyFvLErlrQAR/vaGrzleoqiXA250542NoHezD+FlrWHfguN0hKdUoGGPYdDCT4tIywNHf0s/TjW5O83ErVdNqu+ZyJjC03LI/AT8YYyKBH6zXpxCRYOBvQAwQDfzNKZH7HzARiLQeQ522iwCuAQ447e4HoLcxpg8wDphajWOcNXalKiIiXNyxKb8mHqWsTPtdqrpr5i97eWXJDob1acXzt/TUxFLViGBfD+ZOiKGZvydjp8exJSXT7pCUavBe/34XN771M5O/3Ao4ksuotkG4an9LVYtqNbk0xqwEyrcDHAbMsp7PAm6uYNMhwFJjTLox5jiwFBgqIi2BJsaYVcYxMsrsctu/BjwJnPz1bozJMb+NouLrtO58jlGV2JWq0KUdQzieV8y21Cy7Q1GqQgvXJPHcl1sZ0j2UV+/orT9AVI0KbeLFvAkx+Hm6MXpaHIlpOvevUrXlje938cYPuwgP8mbO6v18viGZXWk52t9S1To75rkMNcYcAjDGHBKR5hWUCQOSnF4ftJaFWc/LL0dEbgKSjTEJ5e+0i8gtwItAc+D68z1GFWNHRCbiqPnEzc2N5cuXV1Ss1uXk5Nh2bHU6KXA0S5m9JI7r2rnbHM250Wup4VudUsKUjYX0CHHl9rBsfv5pZa0dS6+nxu3hXsILscXc/vZP/DnGi+Y+53+fW68lVZMayvX0/f5i5m4r4pJWbozuJvx9lfDYhxsAcD++n+XLdXqg2tZQrqXzYUdyWRUV3S43lS0XER/gGeDainZmjPkU+FREBgH/AK4+12NUJWin470HvAfg6+trBg8efC6b15jly5dj17FVxd7euoJU483gwdF2h3JO9Fpq2L7bksr7361jQLtgZt0bjbeHa60eT68n1bd/Nne+t4o3NsKiB2JoFeh9XvvRa0nVpIZwPR3JLuShZcu5vFMzpo8dgKuL0LJLBre88ytebsKYG6/Aw03H86xtDeFaOl92XF2HraanWP9WNDb5QcB5pu5wIMVaHl7B8g5AOyBBRPZZy9eJSAvnnVrNdDtYg/2c6zGqGrtSlbqkQ1Pi9qZTVFJmdyhKAbBy5xEemr+eHmEBTB87oNYTS6UAOrfwZ864GLLyixk5NZYj2YV2h6RUg/DvJTsoLCnluZu6n+za0Cs8kL/f1J1JgztqYqlqnR1X2BfAiZFZxwCfV1BmCXCtiARZg+xcCyyxmqRmi8hAawTX0cDnxphNxpjmxpi2xpi2OBLEfsaYVBHp6DTaaz/AAzh2rsc4h9iVqtTFHUPILy5lvY6WqOqAuL3pTJwTT4fmfsy+Nxo/z7ramEU1RD3DA5h+7wAOZRYwalosGXlFdoekVL22OTmThWuTGHtxW9qF+J6ybuTANjx8VaRNkanGpLanIvkAWAV0FpGDIjIeeAm4RkR24RjZ9SWrbJSITAUwxqTjaL66xnpMtpYBPIhjxNdEYDfw7VnCuA3YLCIbgLeBO43D+RyjwtiVqqqB7ZviIvBLok5JouyVkJTBuJlraBXozZzx0QT41K9+wKphGNA2mPdHR7HnaC5jpseRXVBsd0hK1UtlZYbJX24l2MeDP2gSqWxUq7epjTF3V7LqqgrKxgMTnF5PB6ZXUq7HWY7b1un5y8DLlZQ7p2MYY45VFLtSVRXg7U7viEC+SEhh0hUd8XLXJojqwtt2KIvR0+MI8nVn/oSBhPh52h2SasQujQzhnXv68cDctYyfGc/McQPw8dBadKXOxbsrdxO3L52Xb+tJEy+9Wajsow2vlbrAHrumE/uO5fHmD7vsDkU1QruP5DBqWize7q7MnzCQFgFedoekFFd3C+W1O/sQvz+d++espbCk1O6QlKo3Vu0+xr+X7OCGXi0ZHhVx9g2UqkWaXCp1gV0W2Yw7+oczZeUeNifrROLqwklKz2PE+7EAzLsvhohgH5sjUuo3N/ZuxUu39eKnXUd5aP56ikt14DOlziYtu4A/fLCetiG+vHRbL8pPx6fUhabJpVI2+Mv13Qj29eDRDzfwzKebGDF1NfNi99sdlmrAUjMLGDE1lvziUuaMj6FDMz+7Q1LqNMOjIpg8rDtLtx7m8YUJlJad00xgSjU67y7fQ1Z+Mf8b0V8HZVN1gl6FStkgwMedf97cgwfmriUtuxB3Vxc2Jm3nxt6ttK+EqnHHcgoZMXU16blFzJ0QQ9eWTewOSalKjb6oLXlFpbz07Xa83V158daeuLhobYxS5RljWLIllUGdQujcwt/ucJQCtOZSKdsM6d6CbZOHkvC3a5l57wCyC0uYs+rMtZfbU7MoKNa+SKrqMvOKGTktjuSMfKaNiaJPRKDdISl1Vg9c3oGHr+zIh/FJTP5qK8ZoDaZS5W1JySI5I59ru7c4e2GlLhBNLpWy0YnRYnuEBTCoUzNm/LK30uRxyZZUrnvjJ/7+5ZYLGaKqx3IKSxgzI47daTlMGRVFTPumdoekVJU9ek0nxl/ajpm/7uPf3+2wOxyl6pzvtqTiInBVl+Z2h6LUSZpcKlVHTBrcgaM5RSyKTzpt3ZaUTB5ZsAFXET5em0xadoENEar6JL+olPEz17ApOZP/3tOXyzs1szskpc6JiPCX67tyd3Rr3l62m7eXJdodklJ1ypIthxnQNpimOp2UqkM0uVSqjohpF0zf1oFMWbmHopLfRklMyy5gwqx4ArzdmTchhuKysrM2n1WNW2FJKQ/MXUvcvnT+M7w3Q7TJlKqnRITnb+7BLX3DeGXJDqb/vNfukJSqE/YdzWXH4WxtEqvqHE0ulaojRIT/uyqSg8fz+c/SnQCUlJbx0Pz1HM8rYuoYR7PGa7uFMmf1fvKKSmyOWNVFJaVlPPzBelbsPMJLt/ZkWJ8wu0NSqlpcXIRXbu/FkO6hTP5qKwviDtgdklK2+25rKgDXdgu1ORKlTqXJpVJ1yODOzblrQARTVu7m191Hee37ncTtTeeFW3rSIywAgImD2pORV8xHaw/aHK2qa8rKDH9clMCSLYd59oZu3Dmgtd0hKVUj3FxdePNuR/Pupz/dxOcbku0OSSlbfbflMN1aNtH5ilWdo8mlUnXMszd2o11TXybNW8fby3ZzZ1QEt/YLP7m+f5tg+rUO1OZh6hTGGJ75bDOfbUjhiSGdGXdpO7tDUqpGebq58u7I/kS3DeaxhQl8tyXV7pCUssWR7ELWHjiuXR4aGRHxEpE4EUkQkS0i8ndreTsRiRWRXSLyoYh4VLL90yKSKCI7RGRIbcWpyaVSdYyPhxtv3t2X3MISurTw5+/Dup9W5nc9W7LvWB7HcgptiFDVNcYY/vn1Nj6IO8CkwR34/RUd7Q5JqVrh7eHKtLED6BkWwEPz17PpiHYPUI3P0q2HMQau7a5NYhuZQuBKY0xvoA8wVEQGAi8DrxljIoHjwPjyG4pIN+AuoDswFHhHRFxrI0hNLpWqg3qEBfDlHy7lg/sGnpyuxNmJyZJ3Hs650KGpOui1pTuZ9vNexl7clieGdLY7HKVqlZ+nG7PujaZDcz/+u76Q2D3H7A5JqQvqu62ptA72oYv1W0A1DsbhxA8/d+thgCuBj6zls4CbK9h8GLDAGFNojNkLJALRtRGnJpdK1VFdWjQhyLfClg10DnX8QdmRmnUhQ1J10P+W7+bNHxO5MyqCZ2/ohojYHZJStS7Ax50546Np6i2MnxXPhqQMu0NS6oLILijm18RjDOkeqt/3DY+biMQ7PSaWLyAiriKyAUgDlgK7gQxjzIlmHAeBikbyCwOc57qrrFy1aXKpVD3UzN+TQB93dmjNZaM2e9U+Xl68nZt6t+KFW3vi4qI/NFTjEeLnyZMDvAjydWfM9Di2HdKbbarhW77jCEWlZToFScNUYoyJcnq8V76AMabUGNMHCMdR89i1gv2YCpZV9AOhonLVpsmlUvWQiNA51J+dh7PtDkXZZGF8Es9+voVruoXy6vDeuGpiqRqhIC8X5k8YiI+HK6OmxZKYpjfcVMO2ZEsqIX4e9GsdZHcoykbGmAxgOTAQCBQRN2tVOJBSwSYHgQin15WVqzZNLpWqpzq38GdnajbG1MqNJ1WHfZmQwp8+3shlkSG8dU9f3F31q1w1XhHBPsydEAPAyKmxJKXn2RyRUuemoLiUhWuSyCk88wBVhSWlLN9xhKu7huoNxUZIRJqJSKD13Bu4GtgGLANut4qNAT6vYPMvgLtExFNE2gGRQFxtxKm/SJSqpzqF+pNdWEJKZoHdoagL6Puth3n0ww1EtQnmvVFReLrVymBvStUrHZr5MWd8DPnFpdwzdTWp+r2o6pH3V+7hyY838vt56ygpLau03I/b0sgpLNEpSBqvlsAyEdkIrAGWGmO+Ap4CHhORRKApMA1ARG4SkckAxpgtwEJgK7AY+L0xprQ2gtTkUql66uSIsamOprGbkzNZvFnnfWvIft51lEnz19G9VROmjY3C20MTS6VO6NqyCbPHRXM8t5gRU1dzVKdqUvVAem4RU1buISLYmxU7j/DXz7dU2CJp5+Fsnvp4I+2b+XJxx6Y2RKrsZozZaIzpa4zpZYzpYYw5kTjuMcZEG2M6GmPuMMYUWsu/MMY867T988aYDsaYzsaYb2srTk0ulaqnOp0YMfawo2nsEx9tZNK8tWxOzrQ5MlUb1uxL577Z8bQP8WXWuGj8vdztDkmpOqd3RCDTxw4gOSOfUdPiyMwrtjskpc7o7WWJ5BWVMH3MAB64vAMfxB1gxi/7TimTkpHPmOlxeLq7MuveaG2xouo0TS6VqqcCvN1pGeDFztRs4vcfPzlS4p8/3URpmfbDbEg2Hsxg3Iw1tAzwYs74GAJ9Kp6iRikF0e0cTcZ3p+UwZkbcWfuxKWWXg8fzmLNqP7f1Cycy1J8nh3Tm4g5NeW/lHsqsv+PGGCbNW0dOQQmz7o0mItjH5qiVOjNNLpWqxzqF+rM9NZtZv+6jiZcbL97ak40HM5mzap/doakasiM1m9HT4wjwcWfefTE08/e0OySl6rxBnZrx1j192ZScybiZa8gvqpWuRUqdt/3Hcnn0ww0g8Og1nQBwcRHuiAonNauA9UnHAdh6KIsNSRn8cUhnurVqYmfISlWJJpdK1WOdW/izKy2bxZtTuSMqguFREQzq1Ix/f7eTw1k6oEV9t+dIDiOmxuLp5phuoWWAt90hKVVvXNu9Bf8Z3ps1+9J5YO5aCks0wVT2M8bw9rJErnltJVtTsnjhlp60Cvztu/2qrqF4uLrwzSbHGAqfrkvG3VW4qXcru0JW6pxocqlUPdY51J/iUkNJmWHUwDaICM/e0I2cwhK+3XTI7vBUNSSl5zFiaizGGOZNGEjrptoUSqlzNaxPGC/d2pMVO4/w8AfrzzgSp1IXQsLBTF5ZsoPBnZrxw+ODub1/+Cnrm3i5c1lkCN9uOkRJaRmfJ6QwuHNzgny1O4SqHzS5/H/27js8yip74Pj3pBFSSUhCCCGE3mtCggoKFsTeK72oa/+pq67ruq667q7uqruWtdEEwa6r2BALNiAQSui9hkAoCUkgPTm/P2bAEFKGkDAp5/M878PMnfe+90TDMGfee881pgE7WjF2aNdwYsP8AegUEUDrYF+W7Mh0Z2jmFKRn5zNqShJHCoqZMTGBThEB7g7JmAbrhoExPH5ZD+auSef3H6TYmnTjVku2ZQDw16t6ERnsW+E5glbK6gAAIABJREFUF/duTVpWPv+dv4X9OQVc3b/N6QzRmFPi5e4AjDE116VVIBf1iuS2czoe1x4fG8qSbRmoKiK20XJDcvBwAaMmJ3Egp4C3JyXSMyrY3SEZ0+CNP6s9uYUl/HPuBpr7ePK3q3rbe6Nxi8XbM4ht6UdEYMWJJcD5PVrh7Sm8+N0mgny9OLd7xGmM0JhTY3cujWnAfLw8eHVUHP3atjiuPb5dCHuz89l9KM9NkZmayMorYszUxezMyGXKuIH0jwlxd0jGNBp3DuvEncM68s7iXTz1+boK9xI0pi6pKsnbMxgYG1rlecHNvRncKYziUuWSPlG29YhpUCy5NKYRimvnSEqWVjE1trRUbU/MeuRIQTHjpi1mY3oOr4+OY1AH2yTbmNr2++FdGXdmLFN/3cYL8za6OxzTxGzZf4TM3KJqk0uAy5wFfK6NsymxpmGx5NKYRqhbZCABzbxYsj2j0nNe/2krl770C6tSLcF0t/yiEia9lczK1CxeumkAQ7vaFChj6oKI8PhlPbhxYFte/H4zr87f4u6QTBNy9N/k+NjqZ6Vc1b8NX//fEOLaVZ+IGlOf2JpLYxohL08P+se0IHl7xXcus/KKeHX+ZgC+XrOH3tG2rs9dCotLuf3tpSzadpAXru/HiF6R7g7JmEZNRHj6qt7kFpbwzNfr8fPxZOyZse4OyzQBS7ZnEBbgQ3tnAb6qiAjdIm1fS9Pw2J1LYxqpuHYhbEjPITu/6ITX3vhpC9n5xbRr6cc3a9LdEJ0BKC4p5d53l/PDhv387areXGkVAY05LTw9hOeu78sFPVrx+GdreD95l7tDMk1A8vZM4tuFWjEp06hZcmlMIxXfLhRVWFZu3eX+nAKm/rKdy/pGMe7MWDbtO8y2A0fcFGXTVVqqPPThSr5avZfHLu3BTQkx7g7JmCbF29ODl2/uz5DOYfzho5XMSUlzd0imEUvPzmdnRq5LU2KNacgsuTSmkeoX0wJPDzmhqM8rP2ymsKSU+y/owgU9WgEwb+3e484pLinlpjcWMWbqYt5fsosjRVZVsTapKo99upqPl+/mgQu6MHFwe3eHZEyT1MzLkzdGxxPfLpT73lvBt2ttJoepG0fXW7pSzMeYhsySS2MaqYBmXnRvHcjCLQePteUWFvNB8i6u6BdF+zB/okP86NE66ISpsXPXpLNw60HW7cnmoY9W8ugveeQWFp/uH6FRUlX+9uU6ZiXt5HfndOSuczu5OyRjmrTmPp5MGRdPz6gg7pi1jF82HXB3SKYRmr9hP829PekRZesoTeNmyaUxjdhFvVqTvCOTLfsPA/D16r0cKSzhxoG/TcEc3rMVS3dmsj+n4FjbtF+3ERPqx6JHzuO1UQM4VKB8sXLPsdfnpKTxty/Xnb4fpBH597ebePPnbYw9ox0Pj+hqa2+MqQcCfb15a0ICHcL9uWVGcpWVto05WWvSsvh4WSrXx0fj7WkfvU3jZr/hxjRi18e3xdtTmLVoJwAfLk0lJtSPgWXWfAzvEYkqfLvOcfdyZeohkndkMu7MWDw9hAt7RtLaX3h3iaPgRW5hMY9/tobJP28lp4JiQaZyr/+4hf98t4nr4qJ5/LKellgaU4+08PNh5sREWgf7MmHaElamHnJ3SKYRKC1V/vzpGkL8fLh/eFd3h2NMnbPk0phGLDywGSN6teaDpbvYvO8wC7ce5OoBbY5Larq3DqRTRAB/+3IdCzYfYNqv2wlo5sV18dGAoxz62dHeLN2Rycb0HGYs3EHGkUJKFZbvtA9frpq5cDt//2o9l/ZpzT+u6YOHhyWWxtQ34YHNmHVLIsF+3oyZupgNe3PcHZJp4D5evpulOzJ5+KJuBDf3dnc4xtQ5Sy6NaeRGD2pHTn4xd85ahipcMyD6uNdFhOnjBxIZ5MvYaYuZk5LGtXHRBPr+9o/g4DZe+Hh6MPWXbbzx01YGxobgIZC8o+J9NM3xPlyaymOfruH87hG8cEM/PC2xNKbeah3cnNmTBtHMy4ORk5PY6lxWYMzJyskv4h9fraN/TAuuLfdvrzGNlSWXxjRyA2ND6NoqkA3pOSS2D6VtqN8J50SH+PHh7WcS3y4UDxHGldtQPNBHGN6zFe8u2UXGkUIeubg7XSODWLrDtXVJS3dkMuhv37EnK682fqQG5YuVe3jowxQGdwrj5ZsH2HobYxqAmJZ+zJo0CFVl5OQkdmXkujsk0wC99uMWDhwu5InLe9psFdNk2KccYxo5EWHUIEcBn2viKv/mNLi5NzMnJvDzw8OIDfM/4fWj+zCe0yWcATEhxLcLYcXOQxSXlFYbw1sLtrM3O58Fmw9We25j8v36dO59dzkDYkJ4Y0wcvt6e7g7JGOOiThEBzJiYwJGCYkZNSSI9O9/dIZkGJO1QHpN/3sYV/aLoE93C3eEYc9pYcmlME3DDwBj+dV1frurfpsrzvDw9aBXkW+FrZ3RoyQMXdOEvl/cEID42hCOFJayvZk1Sdn4Rc9c49tFcvqvpTKNdsPkAv3t7GT2igpg6fiB+Pl7uDskYc5J6RgXz1oQEDuQUMGpyEgcPF1TfyRjguW82osDvrYiPaWIsuTSmCfDx8uDauFMrge7hIdx9XmfaO+9qxrVzVJxdWs26yy9W7qGguJSIwGas2NU0CgAt3ZHBpBnJtG/pz1vjEwjytSIOxjRU/WNCmDJuIDszchkzdTFZeVYl21RtTVoWHy9PZfyZsRUuRTGmMbPk0hhTI21aNCcyyLfaoj4fLU2lU0QA18ZFs35PDnmFJacpQvdYvTuLcVOX0CrIl5mTEgjx93F3SMaYUzSoQ0teHx3HxvQcxk1bzJGCYneHZOqx6b9uJ8DHizuGdXJ3KMacdpZcGmNqRESIiw1haRWbjW87cITkHZlcMyCa/jEhFJcqq9OyTmOUp9fG9BxGT0kiqLk3syYlEhFY8RRjY0zDM7RrBC/dNICVqVlMeiuZ/KLG/UWZqZmSUuX79fsY1i3Cth4xTZIll8aYGouLCSEtK5+VqYfYuv8wh3ILj72mqsxcuAMPgav6t6FfW0dBgxWNdG/MbQeOMHJyEt6eHsy+JZGoFs3dHZIxppaN6BXJc9f1ZdG2g9z+9lIKi6svaGaalmU7Mzl4pJALerRydyjGuIVVmDDG1FhC+1AALn/5VwA8PYTBncJIaB/KZyvS2JCew0W9IokMdtzBiw5p3iiL+qRm5jLyzUWUlCrv3TqIdi1PrLZrjGkcruzfhryiEh75eBX3vrucl27qj5dtMWSc5q1Nx9tTGNo13N2hGOMWllwaY2qsZ1QQL93Un9zCYpp5ebJ+bw5zUtL4ceN+ukUG8tx1fbmsb9Sx8/vHVD2NtiHal53PqMlJ5BQU884tg+jcKtDdIRlj6thNCTHkFpbw1OdreejDlfzrur62j2ETkVdYQnOfireVUlXmrU1nUIeWBFohN9NEWXJpjKkxETkueQR4eERXdh/Ko02L5ogc/2GrX9sWzElJIz07v9ItTxqSjCOFjJqSxL6cAmZOTKRXm2B3h2SMOU0mDm5PbkExz83bSHMfT/56Za8T3vNMw5Wamcujn6zmjxd3p2uk40vD6b9u429frefb+84hpuWJVWC37D/CtgNHmHBW7GmO1pj6w+ZxGGNqlYgQHeJX4Yeso+sulzeCdZfZ+UWMmZrEjoO5TB4bf2xrFmNM03HXuZ343TkdmZW0k799uQ5VdXdIppa8n5zKjxv3c+vMZLJyi1iZeoinv1xHYXEp/1uxu8I+89amA3Bed1tvaZouu3NpjDltekYF4e0pLN+VyYheke4Op8ZyC4uZMG0JG/bm8MboeM7sGObukIwxbiAiPDyiK3mFxbz58zb8fLy474Iu7g7L1IJv1uwlJtSPtEN53PXOMnZm5BIW0IzwwGb8b8Vu7j63EyLC4YJi5qSkkVdYwkfLUunVJsgKupkmzZJLY8xp4+vtSc+oYJZub7hFffKLSrht5lKW7czk5ZsHMKxbhLtDMsa4kYjw+GU9yS0s4T/fbcLPx5Pbzuno7rDMKdh24Ajr9+bw2KU98PX24NFPVuPpIbx76yA2pufw6CerWZOWTa82wTzy8SrmpKQd6/vYpT3cGLkx7mfJpTHmtBrUoSVTftlKbmExfj4N6y2oqKSUu2Yv5+dNB/jXdX25uHdrd4dkjKkHPDyEf1zTh7yiEv7+1Xr8fDwZfUasu8MyNTR3zV4ALuzZijYtmpOVV0REoC8DY0PpFB7A45+uYU5KGgXFJcxJSeP2oR353dkd8fIU/Js1rH/XjKlt9jfAGHNaDeoQyms/bmHZjkMM7txwppOWlCoPvJ/Ct+vSefKKnlwbF+3ukIwx9Yinh/DCDf3ILyrhsU/X0NzHy94nGqivV++ld5tgokMcRXvuGNrp2Gsh/j6c0yWcz1LSWLQtg4jAZtw1rJMllcY4WUEfY8xpFR8biqeHsGjrQXeH4jJV5dFPVvFZShoPj+jGGLsjYYypgLenBy/fPIDBncJ46MMUvly1x90hmZO0NyufFbsOcWHPyovyXN4vij1Z+aTsOsRDI7pZYmlOCxFpKyI/iMg6EVkjIvc6298TkRXOY7uIrKik/3YRWeU8L7mu4qzyb4OIRAM3AkOAKCAPWA18AXylqqV1FZgxpnEKaOZFrzbBJG1rGMmlqvLU5+t4d8ku7hrWiduH2loqY0zlfL09eWNMHGOmLOaed5bj6+3Bud2semhD8c1ax5TYqorOnd+9FX4+nnQMD+Dq/m1OV2jGFAMPqOoyEQkElorIPFW94egJIvIckFXFNYap6oG6DLLSO5ciMg2YChQCzwA3AXcA3wIjgF9E5Owq+k8VkX0isrpMW6iIzBORTc4/K6zdLyJjnedsEpGxZdrjnBn3ZhF5UcrtdSAivxcRFZEw5/ORIrLSeSwQkb5lzr1XRFY7M///K9P+FxHZXeYbgIvLvPaIc+wNInJhZT+7MaZqgzqEsmLXIfIKS9wdSrVemLeRqb9uY9yZsTww3KpAGmOq5+fjxdTxA+neOojfvb2MBZvr9LOcqaF9Ofls3pdzXNuclDQ6hPvTKSKw0n7+zbx4e1Iir4+Ow8PD9jY1p4eq7lHVZc7HOcA64Ni3G8686HrgHfdE6FDVtNjnVHW4qr6oqgtUdbOqrlbVj1X1bmAokFZF/+k4ktCy/gB8p6qdge+cz48jIqHA40AikAA8XiYJfRW4FejsPEaU6dcWuADYWeZy24BzVLUP8BTwhvPcXsAtzuv3BS4Vkc5l+r2gqv2cx5fOPj1w3MXt6Rz3vyLiWcXPb4ypxKAOLSkqUZbtrN9VY1//cQsvfr+Z6+Oj+fOlPWyDdGOMy4J8vZkxIYH2Lf2ZNCOZpTsy3B2SKSOvsIQbXl/EVa8sICuvCIBdOaUs2Z7JDfFtq+0/ICbEthwxtc1LRJLLHLdWdqKIxAL9gaQyzUOAdFXdVEk3Bb4RkaVVXftUVZVcjnBOi62Qqhaq6uYqXv8JKP9OegXwlvPxW8CVFXS9EJinqhmqmgnMc8bSGghS1YXq2KV4Rrn+LwAP4fgPdzSGBc5rACwCjv483YFFqpqrqsXAj8BVlf0sZWJ/V1ULVHUbsBlHcmqMOUnx7ULq/brLmYt28Pev1nNpn9b8/eo+9u20Meakhfj7MHNSAq2CfBk3bQmrd1c1W82cTs98vZ5tB46QU1DMWwu2A/DdziKaeXlwvQvJpTF1oFhV48scb1R0kogEAB8B/6eq2WVeuomq71qepaoDgIuAOyubgSoiA0XkPyKyTET2iMhWEflMRG5zTsetUlVrLtsAC0VkmzPQD2phjm4rVd0Djlu7IlLRBnFtgF1lnqc629o4H5dvR0QuB3arakoVdxYmAl85H68GnhaRljjWkV4MlF3YepeIjHG2PeBMUNvgSFBPGL8857cBtwJ4eXkxf/78ymKqU4cPH3bb2KZxqYvfpXaBwtzlW4nzqX8FL37dXcSbqwrpF+7JlZFZ/PzTj+4OqVGx9yZTWxrK79JdPUv5W1IJN772C48kNKdNoNVTdKd1B0uYviSf82K8OJinvD5/I9FFu1iwu4jE1t6kLFng7hBNA1dX700i4o0jsZylqh+XafcCrgbiKuurqmnOP/eJyCc4bpL9VO76nwMHgU+B54B9gC/QBRgGfCEiz6rq55WNU2lyqar3icj9wNk4poM+JiIpOBLNT5xzfetCRdmhVtYuIn7Ao8DwSi8oMgxHcjkYQFXXicgzOO6KHgZScCySBcfU26ecYz6F4z/shCriOrHR8U3DGwD+/v46dOjQykKrU/Pnz8ddY5vGpS5+lxbmrmPqr9voHX8GLQOa1eq1T8VXq/YwZe4yzurUkiljB+LrbbPfa5u9N5na0pB+l+IGHuH61xfy75WlfHBbIrFh/u4OqUk6XFDMn/79E7Et/Xhp0hA2ph/myld+5bV1nhSWCg9fPYhebYLdHaZp4Orivcm5pnIKsE5Vny/38vnAelVNPbEniIg/4KGqOc7Hw4EnKzh1oqqml2vLBxY7j2cquTl4TJVfnanDj6p6O9AW+DdwH1B+UFelO6e34vxzXwXnpDrHOioax9rOVH6b1lq2vSPQHkgRke3O9mUiEukcpw8wGbhCVY/NwVPVKao6QFXPxjF9d5OzPV1VS5yVcN/kt6mvlcVljKmBqwa0wUOE3729lILiygv7/P3LdYz490+UlFb4XU6tmr9hH/e8u5z+MSG8MTreEktjTK2JDfNn1qREiktKGTk5id2H8twdUpP0ty/XsftQHv+6ri9+Pl70a9uCIZ3D2Jh+mE4tPCyxNPXZWcBo4NwKCo/eSLkpsSISJSJfOp+2wlGMNQVHkviFqn5dwRj+InJG+UYROUtE2oPjzmdVQbo0L0NEeuPIbl/BUT32j670q8BnwNHqr2Nx3HItby4wXERCnIV8hgNzndNpc0RkkDNzHwN8qqqrVDVCVWNVNRZHEjhAVfeKSAzwMTBaVTeW+5kinH/G4LiN/I7zeesyp12FYwrt0dhvFJFmzv+4nXH8zzHG1EC3yCCeu74vS7Zn8sjHq3AspT7ed+vSef2nrazfm0NSHa/PXLjlILfNXEqXVoFMHTfQ9i0zxtS6zq0CmTkxkez8Ika+uYh92fnuDqlJ+WnjfmYn7WTS4PbEx4Yea7/3vM6IwPBYbzdGZ0zVVPUXVRVV7VO+8KiqjlPV18qdn6aqFzsfb1XVvs6jp6o+Xckw/8GxZLC8Ihw3GatV1VYknUXkMRFZC8wGcoHhqpqoqtVeXETeARYCXUUkVUQmAv8ALhCRTTgqu/7DeW68iEwGUNUMHNNRlziPJ51tALfjuAu5GdjCb2soK/NnoCWOyq7lNwz9yPmzzQHuLFP451nndicrccwtvs8Z1xrgfWAt8LWzT/3fR8GYeuzSPlHcf0EXPl62mxkLdxz32r7sfB78cCXdIgMJaObFJ8t311kcy3ZmMvGtJcSE+jFzYiLBze0DhjGmbvRqE8z08Qnsyylg1JQkMo4UujukJiErr4iHP1pJx3B/Hhje9bjX4mNDWfzH80mItC8VTZPXXlVXlG9U1cU4ZopWq6q/RXNx3M27QVVXnWxkqnpTJS+dV8G5ycCkMs+n4thjs6LzelUzbmyZx5PKXrfceUMqaR9dxbWfBirL9I0xNXD3uZ1YuOUgr/ywmZsSYvDx8kBVeeCDFHILi3n55kG8/uNWvlq9lyev6EVzn4qnqmYeKUSBUH+fkxp/TVoW46YuJjywGW9PSjzp/sYYc7Li2oUweWw846ctYczUJGbfMoggX/tSqy7994fNpGfn8/EdZ1W45CE8sP6s/TfGjar6i+DnygWqmhbbSVUfrSqxFNv0zRhzikSE24d2ZF9OAZ+ucNyd/HRFGj9vOsCjF3enU0QgVw1ow+GCYuatq3i5d9LWg5z73Hwue+kXsnKLXB57874cxkxZTEAzL2ZNSqRVkG+t/EzGGFOdMzuG8dqoODbszWH8tCXkFhZX38nUSGmp8umKNM7tFkG/ti3cHY4x9dkyERlfvlFExgHLXblAVcnl9yJyt3NNYtmL+4jIuSLyFr+tnzTGmBob0jmMbpGBvPnzVrLzi3j6y3X0jQ5mZGI7AAa1b0nrYF8+WXZ8EbSsvCJmJe1g1JQkgpp7k56dz8Mfraxw/WZ5Ow/mMnJyEiLC25MSiQ5x6Qs5Y4ypNcO6RfCfG/uzfGcmt8xIJr/IVtvUhWU7M9mbnc+lfaLcHYox9d3/Ab8TkW9F5Bnn8R1wB3CPKxeoalrsCBxbcLzjLGBzCMc+J57AN8ALFc3JNcaYkyUi3Hp2B+5/P4VxUxdz4HABk8fE4+HhmBzh4SFc0a8Nb/68lX9/u5Hk7ZmsScsi03mXckjnMF6+eQDvLt7J379az6yknYwa1K7S8fZk5XHz5EUUFJfy7q2D6BAecFp+TmOMKe/i3q3557V9eeCDFO6ctYxXR8Xh42X7YNamz1fuwcfLg/O6V7mDgjFNnrOAaqKIXMBvSxGfUdVvXL1GVftc5gP/xVEMxxsIA/JU9dApxGyMMRW6rG8Uz369gWU7D3FTQgx9y01dumZAG17/aQv//nYT3SIDGdErktiW/nQMD2Bo13C8PD24ZUgHft1ykCc/X8s5XcJpG3ri3cj9OQWMfDOJQ7lFzL4lkW6RQafrRzTGmApdExdNXlEJf/rfau57bwUv3tQfTw9beVQbSkqVL1ftYVjXcAJtXasxLlHVecC8mvR1qSyWqhYBe2oygDHGuMLb04O7z+vEq/O38NCFXU94vXOrQL6+92zCAnxoGVDxenMPD+HpK3sx5Nkf+HzlHm4f2vG41w/lFjJ6ShJpWXnMnJhIn2hbe2OMqR9GDWpHXmEJT3+5juY+njx7TZ9jszdMzSVvz2BfTgGX2JRYY6olIlfj2EtTgdmq+uHJXsNqLhtj6o2Rie2OrbOsSNfIwGqv0TbUjz7RwXy9Zu9xyWVOfhFjpy1h6/4jTBkXz8Aye5wZY0x9cMvZHThSWMy/v92En48nT1zeE6udeGq+WLUHX28PzutmU2KNccEfgQRAgMWAJZfGGDOiVyTPfr2BtEN5RLVoTl5hCRPfSmb17ixeGxXHkM7h7g7RGGMqdO95ncktLOGNn7bS3MeTP4zoZglmDZWWKl+u2su53SLwb2YfeY1xwTvANOfjj2tyAZf+polIO6Czqn4rIs0BL1XNqcmAxhhT10b0dCSXc9fs5ebEGG57eylLtmfwnxv7c0GPVu4OzxhjKiUiPHJRN3ILi3n9x634+3hxz3md3R1Wg7R2TzYHDhdwfnd73zfGFar6nIgEAR41rbNTbXIpIrcAtwKhQEcgGngNOK8mAxpjTF3rEB5A11aBfLlqDwu3HOSnjft59po+XN7X1twYY+o/EeHJy3uRW1jC8/M24ufjyaQhHdwdVoOzaOtBwLGnqDHGNaqafSr9Xal1fSdwFpDtHHATYBPXjTH12gU9W7FkeybfrE3nL5f14PqBbd0dkjHGuMzDQ3j2mj5c3DuSv36xjtlJO90dUoOzYMtBOoT5Exns6+5QjGkQROQHEbldRKLKtXuJyNkiMkVExld1DVemxRaoauHR+f4i4oWjgpAxxtRLqsrm9MMAXNizFePOau/miIwx5uR5eXrw7xv6k1+0lEf/t4rmPh5c1T/a3WE1CMUlpSzelsHl/WzGijEn4RJgEvCJiLQBMgBf5/Ed8IqqJld1AVeSyx9F5I9Ac+eGmncAc04pbGOMqSOqylOfr+PrNXsJbu7F3uwCVNUKYhhjGiQfLw/+O3IAE6Yv4fcfrKS5tycjerV2d1j13uq0bA4XFHNmx5buDsWYBkNVc4EXgRdFpBmO2ap5qnrA1Wu4Mi32D8B+YBVwG/Al8KeTD9cYY+reC/M2MvXXbYw/K5Y/jOhGyq5DzF2T7u6wjDGmxny9PXlzTDx9o4O5+53l/LBhn7tDqvcWbHF8Fh7UwZJLY2pCVQtUddfJJJbgQnKpqqWq+qaqXqeq1zof27RYY0y98+r8Lbz4/WZuHNiWP1/ag+vi29Ix3J9/zl1PcUmpu8Mzxpga82/mxbTxCXRpFcjvZi5l4ZaD7g6pxt5bspO9Wfl1OsbCLQfp0iqAsIBmdTqOMeZ41SaXIrJKRFaWO34WkRdExL4OMsbUC28t2M4zX6/n8r5RPH1Vb0QEL08PHrywK1v2H+GjZaks2HKAu2YvY95au5NpjGl4gpt7M3NiIjGhfkx8awnLdma6O6STlnYoj4c/WsXbi3bU2RiFxaUkb8+0KrHGuIEray6/AkqA2c7nNzr/zAamA5fVfljGGOO695N38fhna7igRyueu74vnh6/ra+8sGck/dq24I+frKak1DHpIrewxPa7NMY0SKH+PsyalMh1ry9k3NTFvHPrIHpGBbs7LJet3+vY5WDzvsN1NkZK6iHyikpsSqwxp0BEooHOqvqDc/2ll6oeqa6fK2suz1LVR1R1lfN4FBiqqs8AsacWtjHGnJo5KWn84aOVDOkcxss398fb8/i3NRHhict7Et8uhL9d1ZuLekWybs8pbeFkjDFuFRHky6xJiQQ082L0lMVs3pfj7pBctn6vI9ZNdRjzB8m78PQQBnUIrbMxjGnMRGQC8Bkw2dnUDvjUlb6uJJcBIpJYZrAEIMD5tPgk4jTGmFr17dp07ntvBfHtQnljdDzNvDwrPK9v2xa8d9sZ3JwYQ7+2LdiTlc+h3MLTHK0xxtSe6BA/Zt0yCA8Rbn4ziR0Hq72hUC+s3+NIKrcfzKWwuPbXwv+4cT/vJ6cyaUh7Wvj51Pr1jWki7gEG4ZipiqpuxFE5tlquJJeTgMkisk1EtuPIYG8REX/g7zUK1xhjTtEvmw5wx+xl9IgKYsq4eJr7VJxYlte9dRAAa+3upTGmgWsf5s+sSYkUlpRy85tJpB3Kc3dI1dqwNwcvD6GkVGs9Ic7KK+LhD1fQ5qmwAAAgAElEQVTSOSKA+87vUqvXNqaJyVfVY9/Ci4gn4NKebq5Ui12iqr2BfkA/Ve2jqotV9Yiqvl/jkI0xpoaSt2dwy4xkOoT5M2NCAoG+3i73PZpcrtvTcKaRGWNMZbpGBjJzQiLZeUWMmpzE/pwCd4dUqcLiUrbsP8xZnRyFdjbV4rrLrfsP8+AHKew/XMC/ruuLr7drXzgaYyr0q4g8BPiKyDDgPeBzVzq6cucSEbkExx6X94jIn0XkzzUO1RhjTsGq1CzGT1tC62BfZk5MPOlpT+GBzQgLaGbrLo0xjUbv6GCmjR/Inqx8Rk1OIvNI/Zz2v2X/YYpLlYt7RyICm9JPPbncuv8wl770M+c+9yPz1qVz/wVd6Nu2RS1Ea0yT9hCQA6wH7gW+Ax51pWO11WJF5DXADxiGY0rstcDimkZqjDE1tWFvDqOnJhHU3Ju3JyUSHliz/cu6tw605NIY06jEx4YyeWw846cvYey0xcyalHhSszpOhw3OYj79Y0KIDmleK0V9Xvh2E9sP5PKnS7pzaZ8oIoN9T/maxjRlzimwU1V1LPDqyfZ35c7lmao6BshU1SeAM4C2JzuQMcacim0HjjBqShI+nh7MviWRqBbNa3ytHq2D2JR+mKKS2i8mYYwx7nJWpzD+e/MA1qZlM2H6EnIL61fdxfV7c/D2FNqH+dM5ItDl7Ug+XbGbab9uo7jce/berHy+WrWHGwe2ZdKQDpZYGlMLVLUEaC0iNfp2ypXk8ujq8FwRiQKKgPY1GcwYY2oiNTOXkW8uoqRUmTUpkXYt/U/pej2igigsKWXr/oZRXdEYY1x1fo9W/PvGfizdkcltM5dSUFzi7pCOWb83m47hAXh7etA5IoCtB46ckDCWl3GkkD98tIon5qzl6lcXHLv7CTAraQclqow5I7aOIzemydkK/Cwij4jIPUcPVzq6klx+LiItgH8Cy4DtwLs1DtUYY07CvmzHGqLDBcXMnJhA51aBp3zN3yrGZp3ytYwxpr65tE8Uz1zTh583HeDOWcvrzSyNDXtzjr3/dowIoLC4lF2ZVVe4nf7rNvKLS3jkom6kZuZx2Uu/8EHyLgqKS5idtJPzukUQ09LvdIRvTFOyH5iHY2lkeJmjWtWuuQSeVdUC4CMR+RzwBfJrGKgxxrgs40gho6YksS+ngLcnJdIzKrhWrtshzB8fLw/W7cnhqv61ckljjKlXrotvS15RCX/+dA33v5/Cv2/oh6eHSzsJ1Ims3CL2ZOXTNdLxBWHnCMeW6ZvSc2gfVvFslMMFxUxfsJ3hPVpx2zkduTYumnvfXcGDH67kg6WpHDxSyLgzbTKdMbVNVR+raV9XksuFwADnQAVAgYgsO9pmjDF1ITu/iDFTk9hxMJfp4xMYEBNSa9f28vSgS6sAK+pjjGnUxpwRS25hCf/4aj3NvT34x9V98HBTgrl+r+P99mhy2elocrnvMMN7OpY/RAU3Py6+2Uk7yM4v5o6hnQBoGdCM6eMH8uTna5mxcAedIgI4q1PL0/yTGNP4icg8QMu3q+rw6vpWmlyKSCTQBmguIv35bePMIBy3SI0xpk7kFhYzftoSNuzN4Y3R8ZzRsfY/PHSPDOLbden8tHE/7cP8iQ5pjoj7vtU3xpi68LtzOpJbUMyL32/Gz8eLxy/r4Zb3uqNf5nWPdEyLDfT1pnWwL6tSs3j0k1XMStrJwNgQnr22L+3D/Nl24Ahv/ryNwZ3CjttaxMvTgyev6MWZHcPsfduYuvOnMo99gWsAlzbRrerO5YXAOCAaeL5Mew7wx5OLzxhjXJNfVMItM5JZvjOTV24ewLBuEXUyzhkdW/LB0lTGTHXsrHRzYgxPX9nLPqgYYxqd+y7oQm5hCZN/2YafjycPjeh2WscvLC5l+oLtdI4IoFXQb1tIdYoI4Os1exGBq/q34bt16Vz0n5/o2iqQlNQsvDyEe8/vXOE1R/SKPF3hG9PkqGpSuaYfReRHV/pWmlyq6lvAWyJyjap+dCoBGmOMKwqLS7lj1jJ+3XyQ56/vy0W9W9fZWFcPiGZwpzC2H8xlTkoaMxftoG2IH7cP7VhnYxpjjDuICI9e0p3cohL+O38L/s28uHNYp9M2/vQF29h+MJe3JiQc9wXesK4R7MnK56krenFGx5akZ+fzxJw17MzI5ZGLunFFvza2vYgxbiAiQWWeegBxgEsfyqqaFnt/RY+PUtXny7cZY0xNlZQq97+/gu/X7+OvV/bi6gHRdT5mRJAvEUG+DIwNISuviGe+Xk9MqB+X9Km7pNYYY9xBRPjrFb3IKyzhn3M30NzbkwmD674Yzv6cAl78bjPndovgnC7HF5ucMLj9cTG0CvLlvyPj6jwmY0y11uBYcylAMbANuMWVjlVNiz31ev/GGOMCVeWPH6/i85V7+OPF3Rg1qN1pHV9EePbaPqQdyuPBD1MY1i0cPx9X6p0ZY0zD4eEh/PPaPuQVlvDk52vx8/HkxoSYOh3zuW82kF9Uwp8u6V6n4xhjalUHVS0q2yAiLn0wqnSfS1V9oqrjVCM2xhhwJJZPfb6O95J3cc+5nbj1bPdMS/X19uT3F3Ylt7CE79btc0sMxhhT17w8PXjxpv4M7RrOI5+s4tMVu+tsrL1Z+byfvIvRZ7SjQ3hAnY1jTFMgIm1F5AcRWScia0TkXmf7X0Rkt4iscB4XV9J/hIhsEJHNIvKHaoYrv+YSYLErcVaaXJYJJFpEPhGRfSKSLiIfiUjdz1czxjQJ//52E1N/3cb4s2K574Iubo1lYGwo4YHN+GLlHrfGYYwxdcnHy4PXRsWR2D6U+99PYe6avXUyzodLd1GqMPaM2Dq5vjFNTDHwgKp2BwYBd4pID+drL6hqP+fxZfmOIuIJvAJcBPQAbirTt+x5ESLSF8duIb1FpI/zGIyLu4VUm1wC04DPgCgcW5PMcbYZY8wpefOnrfznu01cHx/NY5e4pzx+WZ4ewiW9W/PDhn0cLih2ayzGGFOXfL09mTx2IL3bBHP37OX8uHF/rV6/tFR5PzmVQR1CiQ3zr9VrG9MUqeoeVV3mfJwDrMORm7kiAdisqltVtRB4F7iigvMuAV7GsVvIf3EkpK/g2CnkMVcGciW5DFfVaapa7DymA+HVdTLGmKq8s3gnT3+5jkt6t+bvbtzYu7xL+rSmoLiU79aluzsUY4ypUwHNvHhrfAIdIwK4bWYySVsP1tq1F209yM6MXG4cWLdrOo1pRLxEJLnMcWtlJ4pILNCf36av3iUiK0VkqoiEVNClDbCrzPNUKkhMnTnfEGCiqg4pc1ysqh+48kO4klweEJFRIuLpPEYBtffuY4xpcj5LSeOPn6xiaNdwXrihH571JLEEiIsJITLIlzkpNjXWGNP4Bft5M3NiAm1aNGfC9CWs2HWoVq77XvIugny9bD9KY1xXrKrxZY43KjpJRAKAj4D/U9Vs4FWgI9AP2AM8V1G3Ctq0skBU9X0RuVBE7heRPx49XPkhXEkuJwDXA3udAV/rbDPGmJP27dp07n9vBQmxobw2Kg4fL1fehk4fDw/hkj6t+WnjfrLzi6rvYIwxDVxYQDNmTRpEy4BmjJmSxNq07FO63qHcQr5avZcr+7fB19uzlqI0xoiIN47EcpaqfgygqumqWqKqpcCbOKbAlpcKtC3zPBpIq2Kc/wJjgfuB5sAowKXNcSv9VCci8c6Ad6rq5aoarqoRqnqlqu5w5eLGGFPWgs0HuGP2MnpGBTF5bHy9/dBxSZ/WFJaU8q+5GyguKXV3OMYYU+cig32ZNSkR/2ZejJ6SxOZ9h2t8rbcX7aCwuJTr49tWf7IxxiXiKEwxBVinqs+XaS+7OfdVwOoKui8BOotIexHxAW7EUVOnMoNV9WbgoKo+BiTiSEirVdUtgzdFZJOIPCkitjmRMeaULNuZyaQZybRv6c/08QkE+nq7O6RK9W/bgtGD2jFj4Q5unpzEvux8d4dkjDF1rm2oH29PSkQERk1OYldG7klfY1dGLi//sJkLe7aiV5vgOojSmCbrLGA0cG65bUeeFZFVIrISGAbcByAiUSLyJYCqFgN3AXNxFAJ6X1XXVDHW0Q8++SIS6Xwe60qQVe1z2R+4FCgBPnL+AA+LyOnd3dwY0+CtTctm3NTFRAQ2Y+bEBEL8fdwdUpVEhKeu7MXz1/dlVWoW17y2wKbIGmOahI7hAcycmEheUQk3T17E3izXv1xTVf786Wo8RfjL5T3rMEpjmh5V/UVVRVX7lN12RFVHq2pvZ/vlqrrHeX6aql5cpv+XqtpFVTuq6tPVDPeliLQA/gWsALYDH7oSZ5WLnVR1g6o+oao9cMy7bQF8LyK/unJxY4zZuv8wY6Ym4d/Mi7cnJRIR5OvukFx29YBo3p6UQNqhfB7/tKov+IwxpvHo3jqIGRMSyDxSxMjJizhwuMClfl+v3ssPG/Zz//CutA5uXsdRGmPqgoh4AF+p6iFnhdj2QG9VrbWCPkcHiQBaAf5A7W6GZIxplFIzcxk1OQlVeHtSItEhLu2/W6/EtQvl7nM78cny3XyWUunad2OMaVT6tm3B1HED2X0oj1GTkziUW1jheTn5RfzlszUMf+FHbp+1jB6tgxh7hk1yM6ahchYG+k+Z53mqmuFq/yqTSxEZ4qwWlAo8CPwCdFXVK2sYrzGmidiXnc+oyUkcLihm5sREOoYHuDukGrtrWCf6x7TgT5+sOqkpYsYY05AltA/ljdHxbN1/hLHTlnC4oPiEc978eRtvLdxOZHBzHrywK9PHD8TLs35VATfGnLR5InJFTTpWVS12F/APHIs++6vqcFWdqqpZNQzSGNNEZB4pZNSUJPblFDB9QgI9ooLcHdIp8fL04IXr+5FTUMw7i3e6OxxjjDltzu4Szss392f17iwmTF9CXmHJsddKSpUPk3cxuFMYMyYkcOewTg1q6YMxplJ3AZ+ISJ6IZIhIpoi4dPeyqq+WBqvqWar6kqqm106cxpjGLju/iDFTF7PjYC5Txg5kQEyIu0OqFbFh/pzRoSWfpaShWum+w8YY0+gM7xnJCzf0Y8n2DG57eykFxY4E85fNB0jLyueGgbbliDGNTBjgDQQA4c7n4a50rKparO1laYw5KbmFxUyYtoT1e7N5bVQcZ3Rs6e6QatUV/aLYduAIq3bbBA5jTNNyed8onrm6Dz9t3M/ds5dTVFLK+0t2EeLnzQU9Wrk7PGNMLVLVEuA64GHn49ZAP1f62qR4Y0ytyC8q4dYZS1m2M5P/3NifYd0i3B1SrRvRszXensJnKxyFfQqLS/li5R6+WrWHxdsyKlyPZIwxjcX1A9vy+GU9+GZtOnfPXs7cNXu4qn80zbw83R2aMaYWicjLOPbMHO1sygVec6WvlwsXP0tVf62uzRjTdBWVlHLX7OX8svkAz13Xl4t7t3Z3SHUi2M+boV0jmLMyjUcu7s4fPlrJx8t3H3v97C7hzJiQ4MYIjTGm9i3elsHG9Bwu7xfF+LPak1tYwj/nbgDg+vhoN0dnjKkDZ6rqABFZDqCqGSLi0iblrty5fMnFNmNME1RSqtz/fgrfrkvnqSt7cU1c4/6gcXnfKNKzC7h1RjIfL9/NPed24st7hjAyMYafN+0nPfu3arJFJaW2PtMY0+D9+dPV/Ol/qxn0t++4a/YyPl3x25dq7yXvsvc5YxqfIudWlAogIi2BUlc6VnrnUkTOAM4EwkXk/jIvBQE2/8EYQ2mp8sjHK5mTksYjF3Vj9KDGv7fZ+d1b4efjyXfr93FtXDT3XdAFEWHC4PbMStrJnJQ0Jg3pQGFxKZe99AvtWvrx6qg4PD3E3aEbY8xJ25uVz/q9OdycGENRcSnfr99Hj6ggrh0QzbaDR5j263b8fDx58MJu7g7VGFN7XgE+wpEHPgFcDzzhSseqpsX64KgQ5AUElmnPBq6tWZzGmMZCVXny87W8n5zKPed15rZzOro7pNOiuY8nt57dge0HjvD3q3sj4kgaO4YH0LtNMP9bsZtJQzrwwdJdbEjPYUN6Ds/OXc8jF3V3c+TGGFOx4pJSHv9sDTclxNCrTfBxr/20aT8Aowe1o3vr47eVOnrH8pUftuDn48WdwzqdnoCNMXVKVWeIyFLgfGfTdaq62pW+lSaXqvoj8KOITLfKscaY8v71zQamL9jOpMHtue/8zu4O57T6v/O7VNh+Rb8o/vrFOtamZfPy95sZENOC7q2DeP3HrXSLDOSq/o17yrAxpmFatyeHWUk7Wbojk8/vHoyX52+rpn7auJ+IwGZ0iww8oZ+I8Ncre5PnXIPZ3NuTCYPbn87QjTF1xxMowjE11uUisK6cOF1Evi9/1DRKY0zD98oPm3nlhy3cnBjDo5d0P3b3rqm7vG8UHgJ3zFrKnqx8Hhjelb9c3pNBHUL5w0eryMorcneIxhhzguW7MgFYvzeHmYt+u59QUqr8vOkAZ3cJr/R93tND+Nd1fRnRM5InP1/Lu4t3npaYjTF1R0QeBd4BooBoYLaIPOJKX1eSy98DDzqPx4AVQHLNQjXGNHTTf93GP+du4Mp+Ufz1il6WWJYREeTLmR3D2H4wl4T2oZzZsSXenh7cNawzBcWlrEq1/TGNMfXPip2HCA9sxpDOYTz/zUb25xQAsDL1EFl5RZzdpeq90708PXjxpv4M7RrOI5+s4n9lqmgbYxqkUcBAVf2Tqj4KJABjXOlYbXKpqkvLHL+q6v1AYnX9RGSqiOwTkdVl2kJFZJ6IbHL+GVJJ37HOczaJyNgy7XEiskpENovIi1LuU62I/F5EVETCnM9HishK57FARPqWOfdeEVktImtE5P+qi1EcXnSOvVJEBlT338CYxub9Jbv4y5y1XNizFf+6ri8eVqTmBNfGRSMCvx/e9Vji3du5hmnl7kPuDM0YYyq0fNch+rdtwROX9yS/uIS/fLaG4pJSftp4ABEY0ims2mv4eHnw2qg4EtuH8sAHKXy9eu9piNwYU0d2cPzySS9gqysdq00uncnW0SNMRC4EIl249nRgRLm2PwDfqWpn4Dvn8xPGAx7HkcAmAI+XSUJfBW4FOjuPEWX6tQUuAMrOx9gGnKOqfYCngDec5/YCbnFevy9wqYgcXTRWWYwXlRn3VmcsxjQZc1LSePjjlZzdJZwXb+p/3Joc85sr+kXx80PDSGgfeqwt2M+bmFA/u3NpjKl3Mo8Usu3AEfrFtKBDeAD/d34Xvli1h5GTk/hq9R76RLcgxN+l7e3w9fZk8tiB9IkO5u53lvHDhn11HL0xpo7kAmtEZLKIvAmsAg6JyPMi8nxVHV35dLgUxzTYpcBC4AFgYnWdVPUnIKNc8xXAW87HbwFXVtD1QmCeqmaoaiYwDxghIq2BIFVdqI7yZDPK9X8BeAjnfizOGBY4rwGwCMecYYDuwCJVzVXVYuBH4KpqYrwCmKEOi4AWzpiMafSW7yvmvvdWMDA2lNdHxdHMy3YjqoyIEB3id0J77+hgVu225NIYU7+sSHXMqOjf1vE9/p3DOvH89X1ZmZrF+r05nNO5+ruWZQU082L6+AS6tArkdzOXsnDLwVqP2RhT574A/oIj91sEPAl8D6xxHpWqaisSAFS1Nst+tVLVPc7r7hGRiArOaQPsKvM81dnWxvm4fDsicjmwW1VTqlj/NRH4yvl4NfC0c0PQPOBifltHWlmMlcW1p/xAInIrjrubeHl5MX/+/MpiqlOHDx9229im8VhzoIRXlufTNsiT8R3zSVrws7tDapD8CwpJzSxizjc/EOjTtKcT23uTqS32u3Tq/repEAGytq1k/i7He1Mo8KcEH+ZsLaRt8W7mzz/ho061ftdN+Xu2Mm7qIh6M96VTSP3/UtJ+n0xtaei/S6o6paZ9q00uRcQXuAMYjOOu4C/Aq6qaX9NBqxuygjatrF1E/IBHgeGVXlBkGI7kcjCAqq4TkWdw3BU9DKQAxTWM68RG1TdwTsH19/fXoUOHVnPpujF//nzcNbZpHJK3Z/Dyd4uJ9Pfgk3vPo4Wfa1OjzIl82h7g/Q1JBMX24pxqimM0dvbeZGqL/S6duilbkugaWcCI888+4bWRp3jtxEH5XP/6Qv6TUsg7t8SfsIdmfWO/T6a2NPTfJREZgWNJYTsc+aIAqqqhVXbEtWmxM4CewEvAyzimlM6sYazpR6eSOv+saDJ+KtC2zPNoIM3ZHl1Be0egPZAiItud7ctEJNI5Th9gMnCFqh6bm6GqU1R1gKqejWP67qZqYqwsLmMapVWpWYyftoTWwb48OLC5JZan6OiHqtU2NdYYU0+Uliordh2if0yF9RVPWUSQL7NuGUSQrzdjpi5mU3pOnYxjjKl1LwO34ZilGQ6EOf+slivJZVdVnaiqPziPW4GKdxCv3mfA0eqvY4FPKzhnLjBcREKchXyGA3OdU1VzRGSQs0rsGOBTVV2lqhGqGquqsTiSwAGquldEYoCPgdGqurHsIEenuzrPuRrHXi5VxfgZMMZZNXYQkHV0+qwxjc3G9BzGTE0iqLk3b09KJLhZ057GWRuCfL1pH+bPylSrGGuMqVuqyqHcwmrP23rgCDn5xfSPaVFnsbRp0ZxZkxLx8hBGTk5i+4EjdTaWMabWpAIrVLVIVUuOHq50dCW5XO5MpgAQkUTg1+o6icg7OBaBdhWRVBGZCPwDuEBENuGo7PoP57nxIjIZQFUzcNyGXeI8nnS2AdyO4y7kZmALv62hrMyfgZbAf0VkhYiU3Z/zIxFZC8wB7ixT+KfCGIEvcZTg3Qy8iWOqsDGNzvYDRxg5OQlvTw9m35JIVIvm7g6p0ejdJtgqxhpj6pSq8sSctSQ8/R2b9x2u8tzlOx0fffq3rbvkEiA2zJ9ZkxIpLlVGTk4iNTO3Tsczxpyyh4A5IvKgiNxz9HClY7VrLnFsCTJGRI5u8REDrBORVTjm3vapqJOq3lTJ9c6r4NxkYFKZ51OBqZWc16uqYJ13L48+nlT2uuXOG1JJ+8FKYlTgzqrGNqah230oj5GTkygpVd67dRDtWvq7O6RGpXebYD5LSePA4QLCApq5OxxjTCOgqmzZf4TYln54eXrw3/lbmL5gOwCfrtjNA8O7Vtp37Z5s/Hw86RgeUOdxdm4VyIwJCdz05iJGTU7i/dvOICLIt87HNcbUyBNAEdACKD2Zjq4kl+X3qjTGNEL7cvIZ+eYisvOLeOeWQXRuFejukBqd3tGOdZerdmcxrGtFxbKNMebkvJ+8i4c/WkULP2/iYkL4bv0+rugXxYHDBXy6Io37L+hCZZX0d2XkEhPqh4fH6Vn60KtNMNPHJzB6ShIjJyfx7q2DaGlftBlTH0WoalxNOroyLfavqrqj7FG2rSaDGmPql8wjhYyevJh9OQVMH59Q7yv6NVQ9o4IQgWU7Mqs/2RhjqnEot5B/fLWePtHBnNstguQdmZzTJZx/XtuXK/q1YWdGLilVTMXfmZFL29AT9+WtS3HtQpgydiA7M3IZM3UxWXlFp3V8Y4xLvhORc2vS0ZXksmfZJyLiBdQokzXG1D/Z+UWMmbqYbQePMHlMPHHt6qZqoIFAX28Gdwrj3SW7KCh2aV28McZU6p9zN5CdX8wz1/Th+ev7seLPFzB9/EB8vDwY0SsSHy8PPl2xu8K+qsqujDzahpze5BLgjI4teX10HBvTcxg3bTFHCqrbDc4Yc5rdAnwrIodFJENEMkUko9peVJFcisgjIpID9BGRbBHJcT5Pp+Iqr8aYBia3sJiJ05ewbk82r40awJmdwtwdUqN329kd2Z9TwKfLbScjY0zNrUrNYvbinYw5ox3dWwcBICLHpsAG+XpzbtcIPl+5h5LSE7flPnC4kLyiEmJC3VO0bWjXCF66aQApuw5x68xk+8LNmPolDPAGgqmtrUhU9e+qGgj8U1WDVDXQebRU1UdqI2pjjPvkF5Vw28ylLN2RyX9u7M+53Vq5O6Qm4axOLenROog3ft5KaQUf+IwxxhXPzdtAS38f7rug8t3hrugXxf6cAhZtPXjCa7ucFVtP97TYskb0iuTZa/vy6+aD3PPOcopLTqpuiDGmjji3HbkOeNj5uDXQz5W+rkyL/UpEzi5/nEK8xhg3Kyop5e53lvPzpgM8e21fLunT2t0hNRkiwq1nd2DzvsPM37iPeWvTuemNRZVOXTPGmPLyCktYsOUgV/ZrQ5Cvd6XnDesWQaCvF8/O3cDhclNPd2U4kssYNyaXANfGRfP4ZT2Yuyadhz9aZV+6GVMPiMjLwDBgtLMpF3jNlb6uVIt9sMxjXyABWArUaJGnMca9SkqVB95PYd7adJ68oifXxkW7O6Qm55I+rXn26/X87u1lFBaX4uvtwaJtBykoKuX6gW3dHZ4xpp5bvD2DwuJShnSpepaar7cn/7y2L3fOXsbE6UuYPj6B5j6ewG/JZbQb1lyWN/6s9uTkF/P8vI0E+nrx+GU9Kq1wa4w5Lc5U1QEishxAVTPk/9m77/Aq6/v/48/Pyd4hCdlhZjDDCgmKCLIcuOpAZY9otbZqtbVabf1pa79qXVVrq2wExYWjigNBXEhCWGGTACGTJCRk75zP749zwAAJBEhyn5O8H9d1ruTc5x4vuY4n9/t8llLOrTnwnC2XWuvrmjwmYVlnMv/i8gohjGA2a/68eief7sjlkav7MeuSXkZH6pKcHEw8ODmGHn7uPHvzYFIen8RlkQE8/GEqi388LN/cCyHO6ocDhTg7mojv5XfOfa8aFMyLU4eQnFHM3Su2YFm2G7KKq+nu5XKy2DTa78ZHknhZb5ZuzOClb9KMjiNEV1evlDIBGkAp5U8r17tsTcvl6bKxFJhCCDuiteZvn+/h3ZQs7hsfyd1j+xodqUu7ZUT4Ka3GC2bFce/KrTz12R5Wbc7k9xOjuWpQsHx7L4Q4ww9px4jv5dfqwvCGoWHklFTz3Jf7SS+oICrIi6zjVUR0M2Yyn+YopXhsSn/Kaxp4ZV0a3q6OJI7pY3QsIWOff6YAACAASURBVLoUpZSj1roB+DfwIdBdKfUkMBV4sjXnOGfLpVLqVaXUK9bHa8APwI6LyC2EMMCLaw+w5KcM5o3ufdYJIIQxXJ0cWDArjlfvGEaDWXPPyq28k5xldCwhhI3JL6thf345Y6LOb3bvKYMtY+s3HbasJmDEGpfnopTiHzcN5prBwfz98728uznT6EhCdDXJAFrr5cDjwPPAceBWrfWq1pygNS2XKU1+bwDe0Vr/dJ5BhRAGen1DOq+uT+f2kRH85dr+0hpmo0wmxXVDQrlmcAhT3/iZ19ancfOIMFwcz946UVXXQGZxFanZpaRkFFNSVc8rdwzD1ck2ursJIdrOD2nHABgT1apVAU7q4edOsLcrSYeKuH1kBHmlNYZP5tMcB5PipduGUlG7hUdX78TTxUkmnRMCUEpFAMuBYCxdVN/UWv9LKfVP4DqgDjgIzNValzRzfAZQDjQCDVrruOYuc+IXrfVuYPf55mxNcfkuEImlz+1BrXXN+V5ECGGcZRszeO7L/dwwNJSnfzVYCks74GBS3D8hilmLk/lwSw7TEno0u9/O7FJ+8/YWsoqrT25zd3agqq6R5MPFXH6OyT6EELZBa81Law8QHezFlMEhZ/2c/iGtkABPF/oFe53XNZRSJPTxY+PBIvJKamg0ayJsYDKf5rg4OvDfGcOZtSiZB97dhoeLA+NiAo2OJYTRGoCHtNZblVJewBal1FpgLfCo1rpBKfUs8CjwpxbOcYXW+thZrtFdKfVgSy9qrV88V8gWu8UqpRyVUs9hGWO5DFgBZCmlnlNKtTzvtRDCZryXksUTn+5m8oAgnr91CA4mKSztxZioAIZG+PLvb9Opb2btt0az5pHVqdTWm/nD5GheuWMYa39/OZsfm4ijSbHx4Jnr2gkhbFPy4WJeWZ/Ob9/exh0LNnEgv7zZ/cxmzY9pxxgTFYDpAj7P43v7UVhey/dphYCxa1yei7uzI4vmjCQq0Iu7V2xhc0ax0ZGEMJTWOk9rvdX6ezmwFwjTWn9tHScJsAm4mGUAHABPwKuFxzmdbczlPwE/oLfWeoTWehjQF/DF0v9WCGHDPkvN5ZEPUxkTFcCr04bh5NCaZW2FrVBKcf/EKHJKqlm9NfuM11dsOsLu3DL+et0Afjs+iuuHhBIV5IWHiyNDI3z5uZlF04UQtum9lGw8XSxLcOw7Ws4t/9lISVXdGfvtzi2jqLKOyyLPb7zlCQm9/QH4YIvlMyXCz3Ym9GmOj5sTy+fHE+rjxrwlm9mVU2p0JCFsglKqFzAMSDrtpXnAFy0cpoGvlVJblFJ3tbBPntb6Ka31k809WpPtbHeb1wJ3WitjSyKty4B7gGtac3IhhDHW7c3ngVXbievpx5sz4845Zk/YpnHR3YkN9+GVdenU1Dee3F5YXsvzX+/nssiAk5N0NHVpX392ZpdQVlPfkXGFEBegvKaeNTvzuG5ICHNH9+adO0dRVtPAoh8Pn7Hv2r35mBSMi7mwLu99u3sQ4OnC9qwSHE2KEB/bLi4BAjxdWJGYgLebE7MXJ3OwsMLoSEK0F0elVEqTR7MFoFLKE8tMrg9Ya7MT2x/D0nV2ZQvnH621Hg5cDdyrlLq8udNf3H/C2YtLrU8shnTqxkasa54IIWzPT+nHuGflVgaEerNoTpzNrGEmzp9Sikev7k9OSTVvfHcIsIzN+n//201NfSNP3jCw2bFZl/QNwKxh82HpRiaErfssNY/q+kamxkUA0D/Em2sGB7Pkp4wzWi+/3n2UuJ5++Hu6XNC1lFIk9LasjRnWzc1uhkqE+rrx1vx4lIIZC5PIKq4yOpIQ7aFBax3X5PHm6TtYhyZ+CKzUWq9usn02lobB6c3VbwBa61zrzwLgIyC+md0mXOx/xNmKyz1KqVmnb1RKzQD2XeyFhRBtLyWjmMRlKfQJ8GD5vHi8XGV4tL27pK8/U2JDeH1DOtnHq3jpmzQ+T83j95Oi6dvds9ljhvXwxdnRJOMuhbAD76VkERXoydAI35Pb7p8QTWVdAwt+OHRyW1ZxFfuOljNpQNBFXS/eWlza4kyxZ9OnuyfL5yVQWdvA9IVJ5JVWn/sgIToRZfk2eRGwt+nEOkqpq7BM4HO91rrZb16UUh7WSYBQSnkAk4Fdp++ntb7ob6XPVlzei6XJdINS6gWl1PNKqe+A+7B0jRVC2JBdOaXMXbKZYB9X3pqfgK+7s9GRRBv58zX9UQpmLU7mlXVpTI0L556xfVvc39XJgbie3aS4FMLGpeWXsy2zhKlxEaf0QogJ9uKawSEs/SmD45WW1su1e/IBLrq4TOhjKS7DbXSm2LMZEOrNW/MTKK6sY/qCJArKZQED0aWMBmYC45VS262Pa4DXsEy2s9a67b8ASqlQpdQa67FBwI9KqR1Y1rL8XGv9ZXuEbLG41FrnaK0TgKeADCATeEprHa+1zmmPMEKIC3Mgv5yZi5LwdnNiZWIC3b0urMuUsE1hvm7cOy6SQ4WVjIkKaNWSMpf08WdvXtnJG1MhhO1ZsekIjibFr4aHnfHaAxOiqK5v5PFPdqG1Zu2efKICPekV4HFR14wO9OKKmO6M72efS3sMifBl6dyRHC2rYfqCJIoqao2OJESH0Fr/qLVWWutYrfVQ62ON1jpSax3RZNvd1v1ztdbXWH8/pLUeYn0M1Fo/3V45zzl9pNZ6vdb6Va31K1rrde0VRAhxYTKOVTJjYRJODiZWJiYQ6mv7EzSI83fX2D7885ZYXp8+vFUz/14aaZkVcpPMGiuETSqqqOXdlCxuHBZGQDNjKKOCvHj4qn58nprHi2sPkJxRzOSBF9dqCWAyKZbMjb/oFlAjxfXyY+HsODKLq5i5KLnZmXWFEMaQtQmEsGM5JdVMX5hEfaOZlYkJF/2NtrBdLo4O3BoX0epxtLHhvni6OPJZal47JxNCXIhlGzOoqTdz99g+Le7z68v7cOXAIF5dn06jWTNpQHAHJrRtl/YN4M1ZcaQXVDB7cbLMji2EjZDiUgg7VVBew4yFSZRV1/PW/ASiglq1tq3oIpwcTMy7rDef78wjRRYfF8KmVNQ2sOznI0weEERkYMuf3Uopnr91CH0CPAjxcSU2zKcDU9q+sdHdeX36cHbnljFvyWYqaxvOfZAQol1JcSmEHTpeWcfMhckcLa1h6byRDJIbDtGMu8f2IdjblSf/twezuXUrSLUwg7kQohV+/+52Bj/xFZc9u55pCza1OKPpquRMSqvruXtcyxNzneDl6sT7d1/Cu3ddgslOlg7pSBMHBPHqHcPYllXC/GWbqa5rPPdBQoh2I8WlEHamvKae2UuSOVxUycLZcYzo6Wd0JGGj3J0deeTqfuzMKeXDrdln3VdrzYPvbuf2NzdJgSnEBTh8rJKPtuUwONyH+F5+bMss4eEPUs/4/6mgvIb/fneIUX38GN6jW6vO7e/pQg9/+5vdtaNcPTiEF6cOIelwMXe9lUJNvRSYQhhFiksh7EhVXQPzlm5mT24Z/5k+nNGRAUZHEjbuhqGhDOvhy3Nf7ae2oeUbrkU/Hmb1thySDhezNbOkAxMK0TmcmPn15duG8uJtQ/nzlP78kHaMFUmZJ/epqW/k129tobK2gb9cO8DAtJ3PDUPDePamWH5IO8Zv395KXYPZ6EhCdElSXAphJ2obLDclW44c5+XbhzKhv/3O9Cc6jlKK+yZEUVhey3f7C5vdZ8uRYp75Yh/j+wXi4ezAquTMZvcTQjSvuq6R91OyuHJQMIHergDMSOjBmKgA/vH5XpIOFZFTUs2fV+9kW2YJL04dwsBQGc7Q1qaOjOBvNw7im70F3L9qGw2NUmAK0dGkuBTCDtQ3mvnt29v4Ie0Yz9wcy7WxoUZHEnZkTGQA/h7OfLI994zXquoa+O3b2wj1deOl24Zy3ZBQPkvNo1xmXhSi1T7ZnkNZTQOzRvU8uU0pxXO3xOLkoLjtzU2MfmY9q7fl8OCkaK4eHGJg2s5t5qiePD6lP1/sOsof3t9BYyvHmwsh2oaj0QGEEGfXaNb84f0drN2Tz5PXD2RqXITRkYSdcXQwcW1sCKs2Z1FeU3/KciZr9+STV1rDysQEfNycuG1kBKs2Z/HpjlymJ/Q8y1mFEGAZr7z85yPEBHkR3/vUMfAhPm6suX8MqdmllNfU4+nixDWDZTmR9pY4pg+1DWb++dV+XJ0c+MevBstkSEJ0EGm5FMKGaa157KOdfLI9lz9d1Y/Zl/YyOpKwU9cPDaO2wcxXu/NP2f7p9lxCfFy5pI8/AEMjfOkX7MW7m7OMiCmE3UnNLmVPXhkzL+mJUmcWMOHd3LlmcAi3jezBlNiQZvcRbe/eKyL53fhIVm3O4sn/7ZaJyoToIFJcCmGjtNb87bO9rNqcxW+viOSeVkxZL0RLhvfwpYefO59szzm57XhlHd8dKOT6IaEnv9VXSnHbyAhSs0vZm1dmVFwh7MaanXk4mhTXyXAFm/PgpGjuHNObZT8f4Zkv9kmBKUQHkOJSCBv10toDLP7pMHNH9+KhydFGxxF2TinFDUND+Sn9GAXlNQCs2ZVHg1lz/dBTb4qvHGjptpeSUdzhOYWwJ1prvth1lEsjA/Bxdzr3AaJDKaX48zX9mTmqJ298f4iXv0kzOpIQnZ4Ul0LYoP9sOMgr69O5fWQEf712gHSjEm3ihqGhmDW8+PUBGs2aT7bnEhnoyYAQ71P2C/FxxcvVkf355QYlFcI+7MkrI7O4iqsHyThKW6WU4snrB3LriHD+tS6N/2w4aHQkITo1mdBHCBuz/OcMnv1yH9cPCeXpXw2WwlK0mchAL+66vA9vfn+IvNIakg8X89Ck6DPeY0op+gV7sf+oFJdCnM2Xu45iUjB5gCwNZctMJsUzN8dS22Dm2S/34epkYu7o3kbHEqJTkuJSCBvyfkoWf/1kN5MGBPHC1CE4yOx2oo39+Zr+BHq58PSavQBndIk9ITrIi//tyEVrLV9wCNGCL3cdJb63H/6eLkZHEefgYFK8MHUItQ2NPPm/Pbg4OjAtoYfRsYTodKRbrBA24vPUPP70YSpjogJ49Y5hODnI/56ifSSO6cPCWXH8+Zp+9PT3aHafmGAvymoayC+r7eB0QtiH9IIK0goquHqQrFlpL5wcTLx6x3CuiOnOYx/vZPXWbKMjCdHpyN2rEDZg/b587l+1jRE9u/HGzBG4OjkYHUl0chP6B3HX5S3PQBwT5AXAvqMyY6wQzflyVx7wywRYwj44O5r4z4wRXNLHnz+8v4PPU/OMjiREpyLFpRAG25h+jLtXbGVAqDeL5ozE3Vl6qwvjRVuLywMyqY8Qzfpi11GG9fAl2MfV6CjiPLk6ObBwdhwjenbj/lXbWLsn/9wHCSFaRYpLIQy05chxEpen0Nvfg2Vz4/F2lanshW3o5uFMoJcL+49WGB1FCJuTWVTF7twymSXWjrk7O7J4zkgGhnpz78qtfH+g0OhIQnQKUlwKYZBdOaXMWZJMoJcLbyXG083D2ehIQpwiJtiL/fnSLVaI032529KVUsZb2jcvVyeWzYunb6And72Vwr7iRqMjCWH3pLgUwgBp+eXMWpyMt6sTK+8cRaCXdKsSticmyIu0/AoazdroKELYlC93HWVgqDcRfu5GRxEXydfdmRXz4wnv5s7LW2rYlnnc6EhC2DUpLoXoYEeKKpm+MAkHk2JlYgJhvm5GRxKiWdHBXtQ2mMksrjI6ihA242hpDVszS6RLbCfi7+nCysQEvF0Usxcnszu31OhIQtgtKS6F6EC5JdVMW5BEfaOZlYkJ9ApofhkIIWzBiRlj97fDjLHvbc7i0dU72/y8QrS3r3YfBeAqKS47lSBvVx4e6YqniyOzFiWTXiCTmQlxIaS4FKKDFJbXMmNhEmXV9Syfl3ByNk4hbFVUkCdK0S6T+ny6I5ePtmWjtXS5Ffbli115RAZ6Ehkon+GdTYCbiRWJCSilmL4wiSNFlUZHEsLuSHEpRAcoqapj5qIk8kprWDJ3JIPDfYyOJMQ5uTs70sPPne8OFLArpxRzG469TCsop6beTFl1Q5udU4j2lpZfTvLhYukS24n16e7JysQE6hrMTFuQRG5JtdGRhLArUlwK0c7Ka+qZvTiZQ4WVLJgVR1wvP6MjCdFqkwcEsTWzhGtf/ZExz31LXunF32hV1mvyy2oByCuTGzdhH/JKq5m1OBk/DxemJfQwOo5oRzHBXiyfl0BZdT3TFyZRUF5jdCQh7IYUl0K0o+q6RuYvTWF3bhmvTx/OZVEBRkcS4rw8NmUAyY9N4JmbBpNTUs3nqXkXfc7cCvPJ34+Wyk2bsF1VdQ1kFVexN6+M2YuTKa9pYOnckYT4yERsnd3gcB+WzB3J0dIaZi5M5nhlndGRhLALUlwK0U5qGxr59YotbD5SzEu3DWXigCCjIwlxQQK9XLk9vgcxQV6s21tw0efLkeJS2IGjpTWMefZbxjz3LVf/6wcyjlXx5swRDAqTYQ1dRVwvPxbOjuNwUSWzFidTVlNvdCQhbJ4Ul0K0g/pGM797exvfHyjk2ZtiuW5IqNGRhLho4/sHsjmj+KJvsHIrzLg6mVAKjpZJcSls02vfplFaXc/fbxzEK3cM47P7LuPSSOl90tWMjgzgvzOGszevjHlLNlNVJ+PEhTgbKS6FaGONZs0f39/B13vy+X/XDWDqyAijIwnRJsb3C6TBrPnhwLGLOk9OhZmoQC/8PVyk5VLYpOzjVby7OYupIyOYMaon1w8JlRm+u7Dx/YL41+3D2Jp5nLuWb6GmvtHoSELYLCkuhWhDZrPmsY928vH2XP54ZQxzRvc2OpIQbWZYhC++7k6s25d/UefJrdBEBXoS4uMqLZfCJr26Lh2lFL8bH2l0FGEjpsSG8M9bhvBj+jHuXbmV+kbzuQ8SoguS4lKINqK15qnP9rBqcxa/Gx/JvVfITYnoXBwdTIyN7s53+wtpvMBlSUqr6zleq4kK8iLI21VaLoXNyThWyQdbs5kW30Mm7hGnuHlEOH+7cRDr9hXwwLvbL/hzUIjOTIpLIdqA1ppnvtzH0o0ZJF7WmwcnRRsdSYh2Mb5fIEWVdezILqHRrCmpOr8ZFNMLKgBOtlzmSXEpbMzbyZk4KMVvruhrdBRhg2aO6slj1/Tn89Q8Hv4gtU3X/xWiM3A0OoAQncG/1qXxxneHmDGqB49N6Y9SyuhIQrSLsdHdMSl4YNV2jlfWUV3fyLu/HsWInq1bvzUtvxyA6CAv9ueXU1pdT3VdI27ODu0ZW4hWSzpUxNAIXwK9XI2OImzUnZf3obKugZe/ScPd2YGnbhgof/eFsJKWSyEu0n+/O8jL36Rxy4hwnrp+kPyBEZ2ar7szNw8Px83JgeuGhhLk7cofP0ht9QQXaQUVOJsgvJsbwd6Wm3cZdylsRWVtA7tyyxjZu5vRUYSNu39CFL++vA9vbTrCM1/sQ2tpwRTtSykVoZT6Vim1Vym1Wyl1v3W7n1JqrVIqzfqz2Q8wpdRs6z5pSqnZ7ZVTWi6FuAjLNmbwzBf7uDY2hGdvjsVkksJSdH7/vHXIyd+/P1DIrMXJ/GtdGn+6qt85jz2QX06IpwmTSRHiYy0uS2voHeDRbnmFaK1tmZbu3iN7ta4lXnRdSikeubofVXWNvPH9IdydHbl/YpTRsUTn1gA8pLXeqpTyArYopdYCc4B1WutnlFKPAI8Af2p6oFLKD3gCiAO09dhPtdbH2zpku7VcKqUWK6UKlFK7mmy7qMpaKTVCKbVTKZWulHpFndZEpJT6g1JKK6UCrM+nK6VSrY+NSqkhTfb9vbXq36WUekcp5WrdvlQpdVgptd36GGrdrqzXTLeeb3jb/osJe7MqOZMnPt3N5AFBvHTbUByksBRd0OXR3bktLoI3vz9EanbJOfdPL6ggzNPypyfoRHFZVt2uGYVoreSMYkwKRvSUlktxbkopnrx+ILeMCOelbw6w4PtDRkcSnZjWOk9rvdX6ezmwFwgDbgCWWXdbBtzYzOFXAmu11sXWgnItcFV75GzPbrFLOTP0I1gq6yhgnfX5KZpU1glAPPBEkyL0P8BdQJT1cVWT4yKASUBmk9MdBsZqrWOBvwFvWvcNA+4D4rTWgwAH4PYmx/1Raz3U+thu3XZ1k+veZc0iuqiPt+Xw6Ec7GRvdnVenDcPJQXqYi67rz1P64+vmxOvfHjzrfvllNeSV1hDqafki5mS32NLads8oRGtsPlxM/xBvvFydjI4i7ITJpHj25limxIbw9Jq9vLXpiNGRhP1yVEqlNHnc1dKOSqlewDAgCQjSWueBpQAFAps5JAzIavI827qtzbXbHbHW+nug+LTNF1xZK6VCAG+t9c/a0rF9+WnHvwQ8jKWp90SGjU2aezcB4U32dwTclFKOgDuQe47/pBuA5dpiE+BrzSS6mC925vHQ+zsY1dufN2aOwMVRJiIRXZuPmxOTBwbxY/ox6hpaXvtt4Q+HMCmID7aMyPBwccTL1ZGjpdJyKYxX12BmW9Zx6RIrzpuDSfHybUOZ2D+Qv3y8iw+2ZBsdSdinBq11XJPHm83tpJTyBD4EHtBal7Xy3M11r2uXgcId3dxyMZV1mPX307ejlLoeyNFa7zjLtecDX1ivnQM8j6WVMw8o1Vp/3WTfp61dX19SSrmcI5foQtbvy+e+VdsYEu7DwtlxuDpJYSkEwPh+QVTUNrA54/TvFC2OV9axMimT64eEEuj+y5+eEB/XkxP6NJq1TOsvDLMrt5SaejPxvaW4FOfPycHEa9OGc1lkAA9/sIPPU/OMjiQ6IaWUE5bCcqXWerV1c/6JBi/rz4JmDs0GIpo8D+fcDWsXxBYn9Gmpsm52u1LKHXgMmNziCZW6AktxeZn1eTcsLZG9gRLgfaXUDK31CuBR4CjgjKUb7Z+Ap86Sq7nr3YWl6yyOjo5s2LChpWjtqqKiwrBrd0Z7ixp5YUsN4Z4mEqPq2Pzzj0ZH6jDyXhLnYm7QOJpg2dot1Ge7YNaad/bV0cPLxGVhjnycXk9VXSMjPY5TUVF18v3k3FDDgWzL89e21VDVoHl4pCxcL1qnLT+b1hy2rNlal7uXDUX72+Scwr60xftpZi9N/jET972zlbR9LgwNtMVbbdHe2uO+yTrXzCJgr9b6xSYvfQrMBp6x/vykmcO/Av7RZKjhZCw1T5vr6Hd8vlIqRGudd47KelyT5+HABuv28NO25wJ9sRSJO6zz+4QDW5VS8Vrro0qpWGAhcLXWush67ETgsNa6EEAptRq4FFhxomUVqFVKLQH+0CRXqyp+azP2mwAeHh563Lhxze3W7jZs2IBR1+5stmYe59X1SfTp7sm7d11CNw9noyN1KHkvida4NDOZtOIqxo0bx/925LL2yDYAjpr8+SGnkCsHBjH9urhT3k9rju1gw/5C/COHkfKl5Qub6KEJhPpKgSnOblVyJl/v3svie8dd8Dlq6htJyThOsI8LBYf30su/khuvvKLtQgq70lZ/6y65rJ4ZC5N4PbWcJXOGMjoy4OLDCbvSTvdNo4GZwE6l1Ik5Yf6Mpah8Tyk1H0uvzFsBlFJxwN1a60StdbFS6m/AZutxT2mtm+9qdJE6ulvsicoazl5ZT1ZKdbNW15OBr6xFX7lSapS1cp8FfKK13qm1DtRa99Ja98JSBA63FpY9gNXATK31gSbXyARGKaXcreeagGXGJZo0KyssYzpPzHb7KTDLOmvsKCxdaaXPQxewJ7eMOYuT6e7lwor5CV2usBSitcbHdOfwsUrSC8p5ae0BYoK8+OOVMXy56yhlNQ389oozp+kP9nalsKKWl785gJu1m/lXu492dHRhh5ZuzGB9VgOF5Rc+IdS/1qUxY1ESE1/8ng37C2W8pWgT3q5OLJsbT29/DxKXpZDSwnABIc6H1vpHrbXSWsc2mXh0jda6SGs9QWsdZf1ZbN0/RWud2OT4xVrrSOtjSXvlbM+lSN4BfgZilFLZ1mr6GWCSUioNy8yuz1j3jVNKLQSw/oOcqKw3c2plfQ+WVsh04CDWMZRn8VfAH3jduqxIivUaScAHwFZgJ5Z/hxODZlcqpXZatwcAf7duXwMcsl57AfCbC/l3EfblYGEFsxYn4eHiyIr5CQRaZ7cUQpxpfL8gAB56bweHjlXy0ORo7r0ikg/vuZTnbx3C4HCfM44J9nFDa1i3r4A7L+9DTJAXX+yS4lKcXVFFLfuOlgPw7b7mOkGdW0VtAys2HWFsdHf+dftQ/nRVP347PrItY4ourJuHMysSEwjxcWXuks3szC41OpIQHaLdusVqre9o4aUJzeybApxSWQOLW9hv0Dmu26vJ74lNz3vafk9gWfLk9O3jW9hfA/ee7dqic8k+XsWMhUloDSsSE4jwczc6khA2rYe/O5GBnuzILmVIhC+TBliKzaERvgyN8G32mGAfy5xpHs4OzBvdC4BX16dRWF5Ldy+XZo8R4udDllEujgrW7ctn6siIcxxxplXJmZTXNPDAxCiG9ZB1LUXb6+7lworEBG7978/MXJzEu3ddQkywl9GxhGhXsjifEM0oKKth+sIkKmsbeGt+An27exodSQi7ML6fZRLwP06OwToO/qzCfC1f2sy6tBe+7s5cPSgYrWHtnvx2zSns28aDRXi6ODI6zJEf0o5R29B4XsfXN5pZ8lMG8b38pLAU7SrU14137hyFi6OJ6QuTOFRYYXQkIdqVFJdCnOZ4ZR0zFyVTWF7LkrnxDAj1NjqSEHbj7rF9eX36cEZH+rdq/+ggT/49bTj3jbeMx+wX7EVPf3e+lHGX4ix+PlhEQm8/hgc5UFXXyKZD5zembc3OPHJKqrnr8j7tlFCIX/Twd2dl4ii01kxfmERWcZXRkYRoN1JcCtFEeU09c5Ykc7iokgWz4hjRU77RFuJ8+Hk4c83gkFa1WgIopZgSG4Kbs8PJ51cNCmZj+jFKq+rbM6qwU7kl1Rw+Vsklff3p7+eAq5OJBnZN2wAAIABJREFU9Xtb19KttebbfQU89+V++nb3ONnSLkR7iwz05K35CVTWNjB9YRJHS2uMjiREu5DiUgir6rpG5i9LYVduGa9PGy5ThwthkEn9g2gw65Pj6oRoauNBy/tidGQAzg6KyyIDWLevAMvUCGcqrapn/b58/rPhIFPf+Jm5SzfjYFL8302xmEyt+xJEiLYwINSbZfPiKaqoZdrCTRSUS4EpOh8pLoUA6hrM3LNyC5szinlx6hAmWiciEUJ0vEFhPjiaFKnZJUZHETZo48Fj+Hk4ExNkmRhlfL8gso9XcyC/+bFssxYnMW9pCs9+uY/8slr+duMgvnlwLPG9ZdkR0fGG9ejG0nnx5JXUMH1BEscqLnwpHSFskRSXostraDTzwLvb2LC/kH/8ajA3DA0zOpIQXZqrkwMxwV6kytT94jRaazamF3FJX/+TrY4TBwTi5KBY/nPGGfvnl9WwI7uUuy7vw44nJvP9w1cwc1RPnB3l9kcYZ2QvPxbPGUmWdVb645V1RkcSos3Ip6vo0sxmzSOrd7Jm51Een9KfO+J7GB1JCAHEhvuSml3SYldH0TXlltZwtKyGUU1aHQO9XLk1LoL3U7LJK60+Zf/vDhQC8KthYfi4OXVoViHO5pK+/iycNZJDxyqZsShJxpiLTkOKS9Flaa156rM9fLAlm/snRJE4RmYNFMJWDAn3oaymgYwimVVR/OJAfjkA/UJOncX7nrF9MWvNG98dOmX7d/sLCfJ2oZ+sLShs0GVRAbw5cwRp+RXMWpxEWY0UmML+SXEpuqwX1x5g6cYMEi/rzQMTo4yOI4RoIjbcF0DGXYpTpFmLy6jAU9cejvBz5+bh4bydnElBmWWSlIZGMz+kFTI2unurZy8WoqONiwnkPzOGsyevjNmLk6mobTA6khAXRYpL0SX997uDvLo+ndtHRvDYlP5y4yGEjYkO8sTVycSOLBl3KX6Rll9Bdy8XfN2dz3jtN1f0pdGseX3DQQC2Z5VQVtPAuBhZbkTYtgn9g3j1juGkZpcyd0kylVJgCjsmxaXoclZsOsIzX+zjuiGhPP2rwVJYCmGDHB1MDAz1kZZLcYoDBRVntFqe0NPfg9tGRrDs5wzW78tnw/5CHExKlpUSduGqQcG8cvswthw5zvxlm6mpbzQ6khAXRIpL0aV8tC2bv3yyi4n9A3lx6hAcZI0zIWzW4DAfduWW0tBoNjqKsAFaa9Lzy4kOann85F+mDGBAiDf3r9rOpztyGdGjm0zkI+zGlNgQXpw6lKTDxdy9Ygu1DVJgCvsjxaXoMr7afZQ/vJ/KJX38eW3acJwc5O0vhC0bEuFDTb2ZtILm1y8UXUtuaQ2VdY1EttByCeDm7MAbM0fg5GAis7iKsTHdOzChEBfvxmFh/N+vBrNhfyH3v7NdvlwTdkfurkWX8ENaIb97exux4T4smBWHq5OD0ZGEEOdwYlKfnbLepeCXyXzO1nIJEN7NnX9PG06EnxtXDwruiGhCtKnb43vwxHUD+HL3UR56fweNZlmSSdgPR6MDCNHeNmcUc9fyLfTp7sHSOfF4uMjbXgh70NvfAy8XR7ZllTB1ZITRcYTB0vItLdgtjbls6pK+/vzw8Pj2jiREu5k7ujdVdY3886v9uDk58H83yRwRwj5Iy6Xo1HbllDJvyWZCfFx5a34CPu4y9kYIe2EyKcbGdOfDLdlsyzxudBxhsLSCcgI8XejmceZMsUJ0RvdeEclvr4hk1eYsnvzfHrSWFkxh+6S4FJ1WWn45Mxcl4e3mxIrEBLp7uRgdSQhxnv52wyCCfFy4e8UWCsprjI4jDHQgv+WZYoXorB6aHM280b1ZujGDf3613+g4QpyTFJeiUzpSVMn0hUk4OphYmZhAqK+b0ZGEEBegm4czb8yIo7S6nt+s2Eq9TG7RJWmtSS+oIDpIikvRtSil+Mu1/ZmW0IPXNxzktfVpRkcS4qykuBSdTl5pNdMWJFHXaGbF/AR6BXgYHUkIcREGhHrzfzcNJuXIcT7Znmt0HGGAvNIaKmobiDzHZD5CdEZKKf5+wyBuGhbG818fYOEPh4yOJESLpLgUncqxilqmL0yitLqe5fPiiQmWGxEhOoMbh4bRL9iLN747iFlmTuxyTixHEy3dYkUXZTIpnrsllmsGB/P3z/eyMumI0ZGEaJYUl6LTKK2qZ+aiZHJLqlk8Z+TJZQyEEPZPKcWvx/YhraCC9fsKjI4jOtiJZUiipOVSdGGODiZevm0Y4/sF8vjHu1i9NdvoSEKcQYpL0SlU1DYwZ2kyBwsqeHNmHPG9/YyOJIRoY9fGhhLm68Z/vztodBTRgcxmzYdbc+gd4IGfzBQrujhnRxOvTx/OJX38+cP7O1izM8/oSEKcQopLYfdq6hu5c1kKqdmlvDptGJdHdzc6khCiHTg5mEgc05uUI8dJySg2Oo7oIP9LzWVvXhkPTIwyOooQNsHVyYEFs+IY1qMb972zjfX78o2OJMRJUlwKu1bXYOY3K7ey6XARL9w6hCsHBhsdSQjRjm4bGUE3dyf+3/92U13XaHQccZG2HDnO9a/9SGZRVbOv1zWYeeHrA/QP8ea62NAOTieE7fJwcWTJ3JH0D/Hm7hVb+Sn9mNGRhACkuBR2rNGs+f1721m/r4CnbxzMjcPCjI4khGhn7s6O/POWIezOLeOh97fL5D527uNtOaRml3L3ii3Nflnw7uZMMourePiqGEwmZUBCIWyXt6sTy+fF09vfg8RlKdKjQ9gEKS6FXTKbNY98mMrnqXk8do1l/SchRNcwcUAQj17djzU7j/LyNweMjiMuwo/pxwjv5sbeo2U89tFOtP7ly4K6BjOvrE8nvrcf42S4gxDN6ubhzIrEBEJ8XJmzZDOp2SVGRxJdnBSXwu5orXnqsz28vyWb+ydEceflfYyOJIToYHeO6cOtI8J5ZX06BwsrjI4jLkBWcRWHj1Uyb3Rv7p8QxeptObyXknXy9e8PFFJYXsuvL++DUtJqKURLunu5sPLOBHzdnZi1OJl9R8uMjiS6MCkuhd15/uv9LN2YwfzLessED0J0UUop/nhVDA4mxQdbZDp+e/SjdYzYmKgA7hsfxfAevrz2bTqN1q7OH2/Pwc/DWSZpE6IVQnzceDtxFK6ODsxYmCRfugnDSHEp7MrrG9L597cHuSM+gsen9Jdvs4XowgK9XBkX3Z3VW7NPFiQpGcX8/bM9p3SvFLbph7RCgr1diQz0xGRSJI7pQ1ZxNev3FVBR28A3e/OZMjgEJwe5VRGiNXr4u7MiMQGA6QuSyCpufqIsIdqTfGILu7FsYwbPfbmfG4aG8vcbB0thKYTg1rhw8stq+SGtkKq6Bu5ftZ2FPx5m48Eio6OJs2g0a35KL+KyqICTn+WTBwQR4uPK0o2H+WrXUWrqzdw4TGaIFeJ8RAZ68tb8BKrrG5m2cBN5pdVGRxJdjBSXwi68n5LFE5/uZtKAIJ6/dQgOMmugEAIY3y+Ibu5OfLAlm5e/SSOnpBoPZweW/JRhdDRxFjtzSimtrmdMVMDJbY4OJmaM6slP6UW8viGdCD83hvfoZmBKIexT/xBvls+L53hlPdMXJFFYXmt0JNGFSHEpbN6anXn86cNULosM4NU7hkkXKSHESc6OJm4YGsbXu/NZ9ONhbh8ZwdzRvVm3L1+6hNmwH9MKARgdGXDK9jvie+DsaOJgYSU3DAmTHipCXKAhEb4smTuSvNIaZi5K4nhlndGRRBchd+nCpn27v4D7V21jeI9uvDlrBK5ODkZHEkLYmFtGhFPXaMbXzYlHru7HjFE9MSnF8p8zAKhvNFNWU29oRvGLnJJqPtqWw8BQbwI8XU55zc/DmRuHWrrCSpdYIS7OyF5+LJgVx6Fjlcxekiyfg52AUmqxUqpAKbWrybZ3lVLbrY8MpdT2Fo7NUErttO6X0l4ZHdvrxEJcrE2Hirj7rS3EBHuxeO5I3J3l7SqEONPAUG/uHNOb0ZEB+Lo7A3DVoGBWbc4iyNuVRT8eprymgWduHsy1sVKwGEVrzdvJmfzj871o4KXbhja73yNX92fSgGAiA706NqAQndBlUQH8Z/pwfv3WFuYt2czy+fFyP2XflgKvActPbNBa33bid6XUC0DpWY6/Qmt9rN3SIS2XwkZtzyph/tLNRPi5s2xuPN6uTkZHEkLYKKUUj00ZwLiYwJPb5l7ai/KaBv7++V4i/NyJDPTkt29v46+f7KKitsHAtF3X5zvzeOyjXQzr0Y2vHricKwcGN7ufn4czkwYEdXA6ITqvCf2D+Nftw9iaeZy7lm+hpr7R6EjiAmmtvweKm3tNWcYRTAXe6dBQp5GvLoTN2Xe0jNmLk/HzdGbF/AT8T+s2JYQQ5zKiZzeeuzmW3t09GNnLj/pGM899uY8FPxzmwy3Z3DgsjNmX9iI6SFrHOoLWmje/P0Sf7h4snxePSSZlE6JDTYkNoaZ+CA+9v4PfrNzKf2eMwNlR2phsjONp3VXf1Fq/eR7HjwHytdZpLbyuga+VUhp44zzP3WpSXAqbcvhYJTMWJuPqZGLl/FEE+7gaHUkIYYeUUkwdGXHyuZODicemDODa2FCW/3yED7ZkszIpkymDQ7hvQhQxwVJktqeUI8dJzS7lbzcOksJSCIPcPCKc6vpGHv94Fw+8u41Xbh+Go0ySaEsatNZxF3H8HZy91XK01jpXKRUIrFVK7bO2hLYpKS6FzcgtqWbGwiTMWrMqcRQ9/N2NjiSE6GSGRPjyQoQvj0/pz5KfDrP4pww+35lHbLgPkwcEcdPwcEJ93YyO2eks+uEwPm5O3Dw8zOgoQnRpM0b1pKa+kb9/vhdXx1Sev3WIfOHTCSilHIGbgBEt7aO1zrX+LFBKfQTEA21eXMrXFcImFJbXMmNhEmU19SyfFy8TOQgh2lU3D2cenBzDj3+6gkev7oeDSfH81wf4/bvNTrInLkJWcRVf7znKtIQeMpGIEDYgcUwfHpwUzeptOfzlk11orY2OJC7eRGCf1jq7uReVUh5KKa8TvwOTgV3N7XuxpLgUhiupqmPmoiTySmtYMmckg8J8jI4khOgifN2d+fXYvnz0m9FMT+jB3rwyudFqQzX1jfzzq/2YlGL2Jb2MjiOEsPrd+EjuHtuXlUmZPP35XvncsxNKqXeAn4EYpVS2Umq+9aXbOa1LrFIqVCm1xvo0CPhRKbUDSAY+11p/2R4Z5StEYaiK2gbmLNnMocJKFs2JI66Xn9GRhBBdVEywFyuTGsgvqz053vup/+2hh58bc0b3Njid/VmzM4+nP99LTkk1d4/tK2PohbAhSin+dFUMNfWNLPzxMO7ODjw4OcboWOIctNZ3tLB9TjPbcoFrrL8fAoa0azgrKS6FYWrqG7lzWQo7c0p5ffpwxkR1NzqSEKILi7J2xz+QX06wjyv1jWZWJB2hu6cLsy/thWWWd9EaGw8e4zcrt9I/xJsXpg5hVB9/oyMJIU6jlOKv1w6guq6RV9an4+rswG/GRRodS9g5KS6FIeobzfxm5VY2HS7ipalDW1zvTAghOkp0kCdgKS4vj+7Ogfxy6hrM5JRUszevnAGh3gYntB8rNh2hm7sTH/3mUlydHIyOI4Rogcmk+MdNg6lpaOS5L/fj5uTAXOmpIS6CjLkUHa7RrPn9u9tZv6+Av984iBuHyeyBQgjj+Xu6EODpzIH8cgB2ZpeefG3d3nyjYtmdgrIavt6dzy0jwqWwFMIOOJgUz986hMkDgnjyf3t4d3Om0ZGEHZPiUnQos1nz6OpUPkvN48/X9GN6Qk+jIwkhxEnRQV7sz68AIDWnFC9XR4ZE+PLNvgKDk9mP91KyaDBr7ojvYXQUIUQrOTmYeHXaMMZGd+eR1Tv5ZHuO0ZGEnZLiUnQYrTV/+3wP76Vkc9/4SO66vK/RkYQQ4hTRQV6k55djNmt2ZpcSG+7DpP6B7MgqoaCsxuh4Nq/RrHknOYvRkf706e5pdBwhxHlwcXTgvzNGkNDbjwff28GXu44aHUnYISkuRYd56Zs0lvyUwdzRvfj9pGij4wghxBmigjyprGsko6iSfUfLGBzmy4T+QQCsl9bLc/ruQAE5JdXSK0UIO+Xm7MDC2SOJDffhd+9s5dv98rknzo8Ul6JDvPn9QV5Zl8bUuHD+MmWAzLoohLBJMUGWGWM/2Z5LfaMmNtyHfsFehPm68c1e27zJ0lqz4PtD5JRUGx2FD7ZkE+DpwqQBQUZHEUJcIE8XR5bOjSc6yIu739rCzweLjI4k7IgUl6LdrUw6wj/W7GNKbAj/d1MsJpMUlkII2xRlLS4/3JoNwOAwH5RSTOwfyI/phdTUNxoZr1mFFbU8vWYv7yYbOwlHfaOZ7w8cY9KAIJwc5PZCCHvm4+bEW/MT6OHnzvxlm9ly5LjRkYSdkE9/0a4+3pbD4x/vYny/QF6aOhQHKSyFEDbMx82JYG9Xso9X4+fhTHg3NwDG9Qukpt5MSobt3WAVVdQBcLCw0tAcKRnHqaht4IoYWbNYiM7Az8OZlYkJBHq5MGdJMrtySs99kOjypLgU7ebr3Ud56P0dJPT24/Xpw3F2lLebEML2RVnXuzzRagkwspcfjibFxoPHjIzWrF+KywpDc2zYX4CTg+LSyABDcwgh2k6gtysr7xyFt6sTMxclnVyqSYiWyN2+aBc/ph3jt29vY1CYDwtnj5S1zoQQduPEuMvYcJ+T2zxdLEuSbLTBsUdFlbUAHDpWSaNZG5bj2/0FxPf2w9PF0bAMQoi2F+brxsrEBJwcTExfmMThY8b2khC2TYpL0eZSMoq5c3kKfbp7sGzuSLnREELYlWhrcTk4zOeU7Zf29Sc1u4SymnojYrWouNLSclnXYCb7eFW7XGNHVgn/WLOXvNLmJw3KPl7FgfwKrogJbJfrCyGM1SvAg5WJCTSaNdMXbGq3zxph/6S4FG1qV04pc5dsJtjHlbfmJ+Dr7mx0JCGEOC+TBgQxd3QvxkSdOnbwkr7+mDVsPlxsULLmnegWC+3TNTa3pJp5Szfz5veHuOL5DTz/1X6q6hpO2WfD/kIAxklxKUSnFRXkxVvz46mobWDagiTyZe1f0QwpLkWbSS8oZ9biZLzdnFiRmEB3LxejIwkhxHnr5uHME9cNxM351O78w3t0w9nRZHNdY4sq63CzDj1IL2jb4rKmvpF7VmyhtsHMsnnxTB4QzGvfpjN7cTKVtb8UmBv2FxDh50bf7h5ten0hhG0ZGOrDsnnxFFXUMn1hEkUVtUZHEjZGikvRJrKKq5i+MAmTUqxITCDM183oSEII0aZcnRyI69nN9orLilp6+LkT4OnMwYK2HQv1xCe72ZFdygtThzA2ujuv3DGMf08bztbMEuYu2czxyjq+2JnHT+lFXBETKGsYC9EFDOvRjUVzRpJ9vIoZi5IprbKtoQLCWO1aXCqlFiulCpRSu5ps81NKrVVKpVl/dmvh2NnWfdKUUrObbB+hlNqplEpXSr2iTvtLppT6g1JKK6UCrM+nK6VSrY+NSqkhTfb9vVJqt1Jql1LqHaWUq3V7b6VUkvXa7yqlnK3bXazP062v92rLfy97dbS0hmkLN1FTb2ZFYjy9A+SbayFE53RpX3/25pWdHOdoC4or6/DzcKZvd0/S27Bb7JYjxbybksXdY/ty5cDgk9unxIbw8m1DSTlSzIi/r+WelVvxcnXkjvgebXZtIYRtG9XHnzdmxnGwoIJZS5Ipt7Gx6MI47d1yuRS46rRtjwDrtNZRwDrr81MopfyAJ4AEIB54okkR+h/gLiDK+riqyXERwCSg6UrSh4GxWutY4G/Am9Z9w4D7gDit9SDAAbjdesyzwEvWjMeB+dbt84HjWutI4CXrfl1aUUUtMxYlUVxRx7J58fQL9jY6khBCtJtL+lqW2dh0yHZaL4sr6/D3dKZvoCfpBRVo3foZY/cdLWPyS9+dMVGP1ppnv9hPgKcL902IPOO464aE8vr04UyNi2D5vHg2PjKe/iHy+S9EVzI2ujuvTRvGrpxS5i9Nobqu0ehIwga0a3Gptf4eOH3mgxuAZdbflwE3NnPolcBarXWx1vo4sBa4SikVAnhrrX/Wlr+ey087/iXgYeDkX1at9UbrOQA2AeFN9ncE3JRSjoA7kGttCR0PfNBMxqbZPwAmnN5y2pWU1dQza3EyWcVVLJozkqERvkZHEkKIdhUb7oOniyOfbs81OspJxypq8be2XJZW11N0Hq2qyYeLOZBfwUfbck7Z/u3+ApIzirl/QiTuzs3P+H3VoBCeuTmWy6O74+ggo2yE6IomDwzmpduGsvlIMXe9lUJtgxSYXZ0Ra0QEaa3zALTWeUqp5qaWCwOymjzPtm4Ls/5++naUUtcDOVrrHWep9+YDX1ivnaOUeh5LK2c18LXW+mtrd9oSrfWJmQpOXqNpLq11g1KqFPAHTllVWyl1F5bWVRwdHdmwYUPL/xrtqKKiot2uXdugeT6lhkOlZu4f7kJN5k42ZJ77OGGf2vO9JLoee38/TYpQfLT7KK9/uI4B/sau4dtg1pTVNFBWmEtVnaXA+/DrH4nxa12un/ZZJuN456c0Blj/vJq15q8/VRPkrgipPsyGDRntkr0t2Pt7SdgWeT9dGG9g3kBnFu06xu2vrOXeoS44mrps2wvQtd9LtroAYXPvSN3SdqWUO/AYMLnFEyp1BZbi8jLr825YWiJ7AyXA+0qpGcBXLVz7bLlO3aD1m1i733p4eOhx48a1FKtdbdiwgfa4dm1DI4nLUjhYWsWrdwxnSmxIm19D2Jb2ei+Jrsne30+jRjey5aXvWX3EROINY3B2NK7VrqCsBr5ex4hBMYyL6c4LW77FMyyScQk9W3X8yswUIJ+scjOh/UcQHeTF+ylZZFek8uodw5g4JLR9/wMukr2/l4RtkffThRsH9Pw5g79+spuPj/rwr9uH4dCFC8yu/F4y4i9ivrV7K9afBc3skw1ENHkeDuRat4c3s70vliJxh1Iqw7p9q1Iq2HqdWGAhcIPW+sRAmYnAYa11oda6HlgNXIqlFdLX2lW26TVOyWV93Yczu/12ag2NZn739jZ+SDvGMzfHSmEphOhyXJ0ceOK6AaQXVPDC1/t5dV0a0xdu4r3NWec+uI0ds65x6e/hTKiPG25ODuc1Y2xWcRVDInwxKfh0ey6l1fU888U+hvXwZcpg+XwXQrTerEt68cjV/fgsNY9HPkzFbG79+G/ReRjRcvkpMBt4xvrzk2b2+Qr4R5NJfCYDj2qti5VS5UqpUUASMAt4VWu9EzjZvdZaYMZprY8ppXpgKRxnaq0PNLlGJjDK2upZDUwAUrTWWin1LXALsOq0jCey/2x9fb0+n5kT7JzZrHn4g1S+3pPP/7tuAFPjIs59kBBCdEIT+gcxvl8gb3x/CIAQH1ce/jCVoso67hnXt8NynJi11t/TBZNJ0ae7B5sOFfHH93fwU/oxJg4I4oGJ0fh5OJ9xrNaazOIqbhsZgberI5/uyKWspp7jVZYJ2kxduNVBCHFh7h7bl+q6Rv61Lg03ZweevH6gLFHUxbRrcamUegdLS3mAUiobywywzwDvKaXmYynwbrXuGwfcrbVOtBaRfwM2W0/1lNb6RAvhPVhmoXXDMn7yi3PE+CuWcZGvW9/cDVrrOK11klLqA2Ar0ABsw9qVFfgTsEop9Xfr9kXW7YuAt5RS6VhaLG+ni9Ba8/SavazelsNDk6KZM7q30ZGEEMJQ/7wllu8OFHJZZADdPJx58L0dPPvlPspq6nn4ypgOuaEqqrSMmTxRPMYEebF6Ww6ZxVUM79mNlUmZfLQth79ce+YXgkWVdVTVNdLDz53+Id48/EEqy38+wuxLejIozKfdswshOqcHJkZRXd/Im98fws3JgUeu7icFZhfSrsWl1vqOFl6a0My+KUBik+eLgcUt7DfoHNft1eT3xKbnPW2/J7AUvKdvP4RlCZTTt9dgLYa7mv9+d4hFPx5mzqW9+O34M6elF0KIrsbf04Wbhv8yUuPl24bi5erIfzYcJK+kmmdvicXFsX0n/Clq0i0W4A9XxnD14BDGRAXg6uRAWn45j3+8iz+v3klsuM8py0VlFlcB0MPPnbhefjz+0S68XB15cHJMu2YWQnRuSikevbof1XWNvPH9IdycHXhgYrTRsUQHsdUJfYQNeS8li2e/3Mf1Q0L567UD5NsnIYRohoNJ8fSNgwjzdeOfX+0nt7SGBTPj8HF3ardrFlfW4WBS+LhZrhHq60aor9vJ16OCvHhj5ggmvPAdj67eyYd3X3qyu2tWk+LSx82J526JJdjH9eS5hBDiQimlePL6gVTXN/LyN2m4Oztw1+UdN2RAGEcWphJn9c2efB5dvZMxUQE8f+sQGYMjhBBnoZTi3isieeWOYWzLPM4jq1NpOjS/rYfpF1XW0s3d+ayfzb7uzjx+bX+2ZZawMvmXNaMyiyzFZXg3dwBuHBbGqD7+bZpPCNF1mUyKZ62TP/5jzT7e+jnD6EiiA0hxKVq0OaOYe9/eyqAwH/47Y4Sh0+0LIYQ9uX5IKA9OiuGLXUf5ZLtlwvE1O/OI/8c6fkgrbLPrFFXUnewSezY3Dg1jdKQ/z32xj8JyyzjNzOIqAr1ccHM2dq1OIUTn5WBSvHzbUCb2D+Qvn+zm/ZSOn1VbdCypFkSzDh+r5P+3d+9RVlX3Ace/v3kwM8AwDk95E1ASgSjqADHGhCQaH13EPGp8ZEk0EptEG5ukXUmbVRPrsrarNSZpHisohkbRmtZGqyE1xiTNowoSS1QQAZ8gFBQURobHPHb/uFc6jjMic++de+fO97PWXnPOPnufs2fWb+07v3POPedTP1zF+MY6fnDRHIbUeAe1JB2OS989lRMnN3LlXY/xzZ9v4LJbH+aF5v1cdfda2to78nKMnXsOMGLooZPLiOCrC2bSvL+NnzySSXaf29nCpOGD8zIOSepJdWUF377gBE45eiQrA/FkAAANmElEQVRfuuMR7v7DlkN3Ur9lcqnX2dXSyiVLHyKApRfN7fYR9pKkN1ZZEVx3znG0tieu//l6Tj1mDN88bzYbt7/C7Z3O3u9va+/1MXbsOfCm5+jpY+qZOmoI96/LvF56k8mlpD5SW13J4gubaJo8nM/fvpr71m4r9pBUICaXeo3W9g4+s+z3bH5pL4sXNjFphP94SFJvTRk5hG+dfzxfOG063/v4CXzwuHHMmdLI9fdtYNPOFr7wo9XMvPJefrfxxV7tf8cr+xk5tOZNtz/1mDGseGonO/ccYOvufUw0uZTUR+oGVbLkoiZmjm/gsmUP8+v1+fuKgEqHyaUOSilx5V1r+O8nd3DtR97OnCnDiz0kSer3Tpsxhs+9/2iqKiuICP7qrGN48ZX9zP/HX/Efq7dQX1vFVXevecNbZVc8tYPzFz/I8y/vPVh3oK2D3fvaDuvukve9bTQH2ju4beVzpIRXLiX1qfraav754jlMHTWES29exYqndhR7SMozk0sdtOS3T3Pbyue47L3T+OiJEw7dQZJ02I6f1MhF75zCSVNHsPyKU7j2I8eyftsr3NrpSa5d3fjbp3ngqR1ceOMKXnwl80Cel1oy77g8nOSyaXIjDXXV3PLgswDenSKpzx0xeBC3LJrH+CPq+OTSh1i96eViD0l5ZHIpAO5bu41rlj/OmbOO5Iun+QJtSSqkr31wJrcsmsf0MfWcPnMMJ00dwdfvW8+ultbXtW3e18p/rX+Bk48awZZde1m4ZCW79ray45VMcjnyTTzQ51VVlRXMf+sotu7aB3jlUlJxjBxaw7JF72DE0BoWLlnBmi27ij0k5YnJpVj59E4uv/Vh3j6+ga9/bLbvspSkPhQRXLlgBrv3tvKN+9e/bvsv1m3nQFsHnz91Ot+/sIkN25u5/NaH2d6cSRCHD3nz37mEzK2xADVVFYw6jO9rSlI+HdlQy7JF8xhSU8WFS1aycXtzsYekPDC5HOAee34Xlyx96OArR3zfmST1vWPGDuPcORO55cFn2bSz5TXblj+6lTHDajhhUiPvmT6Kq8+exW82vMi1y9cBh3dbLMD86aOprAgmDh/syURJRTVx+GCWLZpHRQQX3LCCZ3fsKfaQSlpE3BQR2yPisU51X4uI5yNidbac1UPfMyLiiYjYGBFfLtQYTS4HqI6OxB2/38zCm1ZSX1vFLZfMY4RnsCWpaK54/3QqIrjuZ08crNuzv41fPfECZ84aezARPG/uJC6YN4kntmXO8h/ObbEADYOrOX3mGOa+xYe2SSq+qaOGsmzRPFrbO7jghhWveXCZXmcpcEY39denlGZny/KuGyOiEvgOcCYwAzg/ImYUYoBVhdipSs/+tnZ+tGozew+00XKgnZ+t2cbarbs5dkID3zh3NuOOqCv2ECVpQDuyoZaLT34L3//1k1z67mnMGDeM+9dtZ39bB2e9fexr2n5twUye+N9m1m7ZzbDa6sM+1nc/fmK+hi1JOXvrkfXcfMk8zr/hQRb802+57pzjeG/2Fv6epJTYc6Cd3Xtbad7XRvO+Vg60d9DRAe0p0dGRaO9IB5c7EnSkRFtHB7taWnmppZWjRg9lwXHj+ui3zF1K6dcRMaUXXecCG1NKTwFExL8AZwNr8ze6DJPLASIl+Os7D15BZ/KIwXzzvNksOHact0VJUon4zHumcdvK57j6nrWcN3ciNz/wLKPra2ia3PiadoOqKlh68Rw27dzrHC6pLMwa38CPP/tOLr/1f7h46UOc2zSR4ycdwehhNeza28ozL7bw3M4Wntmxh007W3ippZX2jpTTMT96woRSSi6rImJVp/XFKaXFb7Lv5RGxEFgFfDGl9FKX7eOBTZ3WNwPzej/UnplcDhA1VRU89JVTGTyoktrqSir9Z0SSSk7D4Goue+80/nb5Oh7Ivv/ts/OndZtA1tdWM2Pc4V+1lKRSddToeu687GSuXf44Nz/4LLev+v98KALGNdQxecRgTpsxhhFDahhWV8Ww2mrqa6upr62iurKCyoqgsgIqIqisiIM/M8uZ+oa6ahrqqqmqLKlvCLallJp60e97wNVAyv68Dvhklzbd/eOfW2beA5PLASIiGFXvdyolqdQtetdU5kwZTn1tFSOH1tBQZwIpaeCora7kqrNn8ZU/msH25n1s272fhrpqJjTWUVvtgye7Silte3U5Im4A7umm2WZgYqf1CcCWQozH5FKSpBJSUREcP6nx0A0lqYwNqqpgQuNgJjT6Pt43EhFjU0pbs6sfBh7rptlDwNER8RbgeeA84IJCjMfkUpIkSZJKXETcBswHRkbEZuCrwPyImE3mNtdngD/Jth0H3JhSOiul1BYRlwP3ApXATSmlNYUYo8mlJEmSJJW4lNL53VQv6aHtFuCsTuvLgde9piTfSupbrJIkSZKk/snkUpIkSZKUM5NLSZIkSVLOTC4lSZIkSTkzuZQkSZIk5czkUpIkSZKUM5NLSZIkSVLOTC4lSZIkSTkzuZQkSZIk5czkUpIkSZKUM5NLSZIkSVLOTC4lSZIkSTkzuZQkSZIk5SxSSsUeQ1mLiA5gb5EOXwW0FenYKi/GkvLJeFK+GEvKJ+NJ+dKbWKpLKfX7C38ml2UsIlallJqKPQ71f8aS8sl4Ur4YS8on40n5MpBjqd9nx5IkSZKk4jO5lCRJkiTlzOSyvC0u9gBUNowl5ZPxpHwxlpRPxpPyZcDGkt+5lCRJkiTlzCuXkiRJkqScmVxKkiRJknJmclkCImJiRPwyIh6PiDURcUWnbbdHxOpseSYiVvewj/+MiJcj4p4u9Usj4ulO+5jdQ/9PRMSGbPlEp/oTI+LRiNgYEd+KiMjX7638K3YsRcTkiPh9dvuaiPh0p23GUj9S4FiKiLgmItZn9/+5Hvo7L5WJYseTc1P5KHAs/aZT/y0RcWcP/Z2bykSx46ks56aUkqXIBRgLnJBdrgfWAzO6aXcdcGUP+3g/sAC4p0v9UuCPD3H84cBT2Z+N2eXG7LaVwElAAD8Fziz238tS0rE0CKjJLg8FngHGGUv9rxQ4li4GfghUZNdHd9PXeamMSgnEk3NTmZRCxlKXNncAC7upd24qo1IC8VR2c5NXLktASmlrSunh7HIz8DgwvnOb7NmKjwG39bCP+4HmXg7hdOC+lNLOlNJLwH3AGRExFhiWUnogZaL8h8CHenkM9YFix1JK6UBKaX92tYbs3RHGUv9T4Fj6DPA3KaWObLvt3bRxXiojxY4n56by0RefcxFRD7wP6O7KpXNTGSl2PJXj3GRyWWIiYgpwPLCiy6ZTgG0ppQ292O01EfFIRFwfETXZ4zRFxI3Z7eOBTZ3ab87Wjc8ud61XP1CkWHr1FpNHyMTU36eUtmAs9WsFiKVpwLkRsSoifhoRR2eP47w0ABQpnpybylCBPucAPgzcn1LanT2Oc9MAUKR4Kru5yeSyhETEUDKXzf/s1QDs5Hx6OGNyCH8JvA2YQ+YWji8BpJRWpZQWvXrobvqlN6hXiStiLJFS2pRSOhY4CvhERIzBWOq3ChRLNcC+lFITcANwEzgvDQRFjCfnpjJToFjqtr9zU/krYjyV3dxkclkiIqKaTFAvSyn9e5dtVcBHgNsPd7/Zy/0pe8n9B8DcbpptBiZ2Wp8AbMnWT+imXiWsyLHUuf0WYA2ZM37GUj9UqFgiEw93ZJd/DBzbQxvnpTJS5Hg6yLmp/ytgLBERI8h8vv2khybOTWWmyPF0ULnMTSaXJSB7L/cS4PGU0te7aXIqsC6ltLmbbYfa99hOx/gQ8Fg3ze4FPhARjRHRCHwAuDeltBVojoh3ZPsvBO463DGo7xQ7liJiQkTUZZcbgZOBJ4yl/qeQsUTmeyfvyy6/h8wDFLpyXiojxY4n56byUeBYAjiHzINZ9vWw3bmpjBQ7nspybkol8FShgV6Ad5G51P0IsDpbzuq0fSnw6UPs4zfAC8BeMmc7Ts/W/wJ4lEwicAswNFvfBNzYqf8ngY3ZcnGn+qZs3yeBbwNR7L+XpXRjCTgte+w/ZH9eaiz1z1LgWDqCzFncR4EHgOO6xlJ23XmpTEqx48m5qXxKIWMpu+1XwBld2js3lWkpdjyV49wU2cFLkiRJktRr3hYrSZIkScqZyaUkSZIkKWcml5IkSZKknJlcSpIkSZJyZnIpSZIkScqZyaUkSXkQEUdExGezy+Mi4t+KPSZJkvqSryKRJCkPImIKmZdlzyryUCRJKoqqYg9AkqQy8XfAtIhYDWwAjkkpzYqIi4APAZXALOA6YBBwIbCfzAu7d0bENOA7wCigBfhUSmld3/8akiT1jrfFSpKUH18GnkwpzQb+osu2WcAFwFzgGqAlpXQ88ACwMNtmMfCnKaUTgT8Hvtsno5YkKU+8cilJUuH9MqXUDDRHxC7g7mz9o8CxETEUeCfwrxHxap+avh+mJEm9Z3IpSVLh7e+03NFpvYPMZ3EF8HL2qqckSf2St8VKkpQfzUB9bzqmlHYDT0fEOQCRcVw+BydJUqGZXEqSlAcppR3A7yLiMeAferGLjwOXRMQfgDXA2fkcnyRJhearSCRJkiRJOfPKpSRJkiQpZyaXkiRJkqScmVxKkiRJknJmcilJkiRJypnJpSRJkiQpZyaXkiRJkqScmVxKkiRJknL2fy5qaoqDYImCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.925533333333332°C and 35.083733333333335°C\n",
      "with a speed of roughly 16.740373702422147°C per hour\n",
      "we see a voltage tempco of roughly 0.13366242715487178 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230127-150101_ADRmu4_15_35_TC_sweep.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "raw=raw.resample('30s').mean()\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu4 Voltage vs ambient temperature')\n",
    "ax.plot(raw.iloc[:,1])\n",
    "twin1.plot(raw.iloc[:,0])\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "plt.show()\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
